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 “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-128955	ENR	Judith Maldonado	2007-01-02	UHC-57528-29	6129373179	2777 Bayshore Dr, Fresno, CA, 93746	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-141832	ENR	Lauren Jackson	2004-04-04	UHC-07467-12	8903456751	4793 Church St, Minneapolis, MN, 55420	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-134858	ENR	Vincent Moore	1979-05-25	—	5623219512	7776 Market St, Miami, FL, 33145	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-133475	ENR	Willie D James	1944-08-28	UHC-58960-36	8412927550	3802 Lincoln Way, Denver, CO, 80279	0.76	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+2 more
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
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
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
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
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
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
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
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
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-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
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
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
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
ENR-142667	ENR	Diego Lawrence	1978-11-27	UHC-74911-24	8476469423	4864 River Rd, Denver, CO, 80200	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-110158	ENR	Emma W Walsh	2000-09-24	UHC-26913-22	5884167609	1229 Park Pl, Glendale, AZ, 85379	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-105812	ENR	Joe M Floras	1977-12-18	UHC-45040-71	6988253862	8481 River Rd, Plano, TX, 75008	0.76	Middle initial moved out of first name Name re-cased Phone reformatted State code upper-cased+2 more
ENR-136948	ENR	Padilla R Sharon	1952-10-26	UHC-82142-81	4472237586	134 Indian School Rd, Nashville, TN, 37257	0.76	Two-digit birth year Phone reformatted Member ID reformatted State code upper-cased+2 more
ENR-111108	ENR	Jeffrey Q Cole	1977-02-28	UHC-04748-44	9754180415	5125 Camelback Rd, Austin, TX, 78759	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100979	ENR	Wayne U Duncan	1946-04-15	UHC-81346-56	3663589837	7593 Market St, Mesa, AZ, 85293	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134093	ENR	Billy Roberts	1987-12-26	UHC-41667-60	4443435571	8297 Willow Ct, Los Angeles, CA, 90022	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138883	ENR	Patrick Gutierrez	1945-07-15	UHC-23084-68	2734832484	7750 Camelback Rd, Austin, TX, 78726	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-139065	ENR	Bill Reid	1971-12-19	UHC-20802-41	6365664658	200 Maple Ave, Los Angeles, CA, 90068	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-139901	ENR	Roy F Hall	1943-01-05	UHC-31782-08	4077335360	4144 Mesa Dr, Dallas, TX, 75215	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
ENR-125865	ENR	Weber D Judy	1951-08-07	UHC-42362-55	6964537777	4384 Spring St, Los Angeles, CA, 90081	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108256	ENR	Dougllas Hill	1959-03-08	UHC-75025-83	9306379041	2821 Jefferson Ave, Columbus, OH, 43254	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-117077	ENR	Camila E Weaver	1976-10-02	UHC-76555-39	5518171644	1120 Spring St, Tempe, AZ, 85298	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128847	ENR	Lori H Taylor	1967-07-21	UHC-76648-46	3844298442	4299 Maple Ave, Nashville, TN, 37248	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127917	ENR	Amanda Hall	2005-05-01	UHC-90296-30	4782432432	9017 Church St, Mesa, AZ, 85215	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-139772	ENR	Ann G Porter	1956-03-27	UHC-37079-31	8225937067	2857 Canyon Rd, Minneapolis, MN, 55485	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-136824	ENR	Roy I Carlsoon	1946-04-13	UHC-25505-83	3555829114	2625 Union St, Phoenix, AZ, 85095	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-115894	ENR	Ruth G Dunn	2002-12-22	UHC-79382-41	2749477649	1310 Apache Blvd, Tampa, FL	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more

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