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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-136418	ENR	Abiagil Daniels	1969-05-18	UHC-73907-78	3617580033	6875 Indian School Rd, Los Angeles, CA, 90059	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-131485	ENR	Brenda I Estrda	1997-03-20	UHC-10960-54	2516437041	2306 Union St, Scottsdale, AZ, 85248	0.66	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+1 more
TPA-62866	TPA	James G Herrera	2005-03-03	—	—	4491 Church St, Denver, CO, 80228	0.66	SSN last four extracted Street suffix standardised Address re-cased City re-cased+1 more
ENR-138501	ENR	Justin M Mason	1995-11-28	—	—	2849 Grand Ave, Denver, CO, 80232	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-140070	ENR	Gary Y Park	1978-04-18	UHC-10824-31	8102382229	2690 Ocean Ave, Tucson, AZ, 85772	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-400972	CLM	Beverly Gonzales	1995-09-04	—	—	8059 Church St, Minneapolis, MN, 55492	0.66	SSN last four extracted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-400834	CLM	Julie Webb	1951-02-14	UHC-82880-52	8449153139	3557 Palm Dr, Eden Prairie, MN, 55331	0.66	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-109540	ENR	Paul B Foster	1983-02-05	UHC-62285-69	8163103032	4047 Washington St, San Antonio, TX, 78240	0.66	Date of birth reformatted Member ID reformatted SSN last four extracted Street suffix standardised+1 more
ENR-111703	ENR	Larry Q Simmons	1956-11-11	UHC-21648-82	—	277 Jefferson Ave, Houston, TX, 77069	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
TPA-63941	TPA	Linda Y Coopar	1950-12-07	—	—	9108 Washington St, Eden Prairie, MN, 55307	0.66	Name re-cased SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-424435	CLM	DJunk	1956-11-20	UHC-07576-73	—	4566 Spring St, Tucson, AZ, 85761	0.66	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared+1 more
ENR-129010	ENR	Danielle Price	1967-09-04	UHC-96670-88	8685237340	1817 Union St, Minneapolis, MN, 55422	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+1 more
CLM-419284	CLM	Gary C Powll	1946-02-02	UHC-27498-35	2497318290	—	0.66	Middle initial moved out of first name Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-114532	ENR	Christian B Baker	1942-09-23	UHC-60648-12	8912415763	184 Park Pl, Miami, FL, 33198	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-100018	ENR	Sophia I Ramirez	1974-07-12	UHC-63528-88	7196681436	1154 Indian School Rd, Dallas, TX, 75285	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted Email lower-cased+1 more
TPA-63345	TPA	Nicholas R Wright	1948-05-06	—	—	9424 Park Pl, Columbus, OH, 43204	0.66	Name re-cased SSN last four extracted State name converted to code Whitespace trimmed+1 more
ENR-139739	ENR	Jesse K Flores	2008-11-16	UHC-66809-51	7519891705	—	0.66	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
ENR-138106	ENR	Amber I Santos	1951-03-28	UHC-12608-93	4906638992	6820 Maple Ave, Chandler, AZ, 85207	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-104294	ENR	Hannah I Menoza	—	UHC-59675-28	2909254756	7245 Baseline Rd, Chandler, AZ, 85224	0.66	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+1 more
ENR-110091	ENR	Timothy N Dunn	2010-10-15	UHC-00270-77	4707756452	5933 Mountain View Dr, Sacramento, CA, 95855	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-419876	CLM	Mariana Nguyen	1974-09-10	—	—	789 Highland Ave, Glendale, AZ, 85338	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-408028	CLM	Nicholas Salazar	2008-05-07	—	—	280 Union St, San Diego, CA, 92107	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-111557	ENR	Janice Hicks	2003-12-05	UHC-96026-01	5553067619	5392 Ocean Ave, Austin, TX, 78754	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-139673	ENR	Noah N Hill	1946-06-04	UHC-04268-29	—	4936 Broadway, Phoenix, AZ, 85029	0.66	Name re-cased Phone missing area code SSN last four extracted Address re-cased+1 more
CLM-423068	CLM	Denny Phillips	1996-12-07	—	7066237718	725 Grand Ave, Orlando, FL, 32822	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-123836	ENR	Marilyn Richardson	1963-07-23	UHC-87657-67	8339832056	167 Broadway, Tucson, AZ, 85749	0.66	Phone reformatted SSN last four extracted City re-cased Gender normalised+1 more
ENR-121908	ENR	Jordan P Le	1945-06-25	UHC-48521-72	6045239858	1308 Spring St, Plano, TX, 75020	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted City re-cased+1 more
ENR-139004	ENR	Evelyn Y Carter	2002-05-01	UHC-89393-16	2269672774	5968 Spring St, Tampa, FL, 33647	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted Email lower-cased+1 more
TPA-61028	TPA	Jeremy Henderson	1994-12-07	—	4864125425	887 Desert Sky Blvd, Miami, FL, 33164	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-100455	ENR	Noah I Ryan	1987-04-19	UHC-99079-19	2727872191	2398 Willow Ct, San Antonio, TX, 78256	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-124022	ENR	Jeffrey Garrett	1938-01-04	UHC-19175-98	—	1295 Sage Ct, Chandler, AZ, 85250	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-124021	ENR	Jeffrey Garrett	1938-01-04	UHC-19175-98	—	1295 Sage Ct, Chandler, AZ, 85250	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-415223	CLM	Philip A Gant	1990-09-27	UHC-64888-16	—	5762 Main St, Mesa, AZ, 85227	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50803	TPA	Hiroshi I Reynolds	1965-06-21	UHC-14204-71	—	2054 Sunset Blvd, Sacramento, CA, 95897	0.66	Name re-cased Date of birth reformatted SSN last four extracted ZIP+4 trimmed+1 more
TPA-62163	TPA	Dougls Ortega	1991-01-22	—	—	—	0.66	Date of birth reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
PRV-26100	PRV	Ahmed Ford	1973-01-28	UHC-38320-21	7387054692	9525 Harbor Blvd, Sacramento, CA, 95829	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Gender normalised+1 more
ENR-105135	ENR	Sean Carter	1949-03-08	UHC-65097-42	7396785895	7966 Grand Ave, Tucson, AZ, 85719	0.66	Phone reformatted Member ID reformatted SSN last four extracted ZIP+4 trimmed+1 more
ENR-109350	ENR	Stephen Ortega	1981-12-09	UHC-46040-53	4724316137	6922 Meadow Ln, Gilbert, AZ, 85224	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Gender normalised+1 more
ENR-118188	ENR	Kyle Peterson	1978-11-06	UHC-43052-24	8449652723	258 Valley View Dr, Chandler, AZ, 85254	0.66	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-137015	ENR	Charlotte Bowman	2001-05-08	UHC-77231-49	8248892425	1394 Main St, Tucson, AZ, 85778	0.66	Name split from “Last, First”SSN last four extracted City re-cased Whitespace trimmed+1 more
CLM-407354	CLM	Marilyn West	1965-09-17	UHC-51771-85	9053329345	5435 Apache Blvd, San Diego, CA, 92156	0.66	Phone reformatted SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-407355	CLM	Marilyn West	1965-09-17	UHC-51771-85	9053329345	5435 Apache Blvd, San Diego, CA, 92156	0.66	Phone reformatted SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-121452	ENR	Sandra H Crawford	2000-06-09	UHC-88894-29	4218584642	6612 Harbor Blvd, Houston, TX, 77024	0.66	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-418356	CLM	Steven Wset	1968-04-02	UHC-27799-40	3585055068	16 Mesa Dr, Gilbert, AZ, 85268	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-115965	ENR	Theresa Webb	2008-09-05	UHC-57113-58	5269963685	9271 Hillcrest Rd, Austin, TX, 78735	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-121902	ENR	Kyle Olson	1947-03-01	UHC-95004-65	5787238091	5525 Apache Blvd, Mesa, AZ, 85210	0.66	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-138412	ENR	Madison G Stewart	1996-03-15	UHC-52708-61	9184377277	8332 Sage Ct, San Diego, CA, 92165	0.66	SSN last four extracted Street suffix standardised Address re-cased City re-cased+1 more
ENR-133084	ENR	Victoria F Gaham	1970-12-07	UHC-64777-70	4406610192	2255 Cedar Ln, Las Vegas, NV, 89185	0.66	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
CLM-410703	CLM	Sarah D Bowman	1983-04-27	—	3436679817	3180 Apache Blvd, Los Angeles, CA, 90041	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-111386	ENR	Peter Sims	1987-12-08	UHC-97502-64	5742632837	4145 Lincoln Way, Chandler, AZ, 85291	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more

2,817 rows, page 39 of 57Previous Next