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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-123023	ENR	Amber P Ortega	1979-12-23	UHC-28858-52	7248751916	8545 Indian School Rd, Houston, TX, 77009	0.82	Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-414795	CLM	Pamela K Btler	1995-11-10	—	9757403631	8619 Spring St, Miami, FL, 33198	0.82	City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-413574	CLM	Christopher Willis	1971-11-03	UHC-00681-59	—	6655 Cedar Ln, Miami, FL, 33189	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
ENR-108114	ENR	Nick Harrison	1986-01-22	UHC-96747-20	5779084010	8587 Maple Ave, Dallas, TX, 75262	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
PRV-27471	PRV	Lucia Guerrero	2006-03-10	—	7722482192	4320 Maple Ave, Sacramento, CA, 95806	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-108555	ENR	Melissa Q Montgomery	1985-02-11	UHC-72768-33	3985284849	1611 Spring St, Plano, TX, 75087	0.82	Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-109665	ENR	Richard T Lane	1956-07-03	UHC-34857-88	7005603653	5690 Broadway, Charlotte, NC, 28284	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
TPA-60567	TPA	Deborah Ball	1939-04-25	—	7785080638	8886 Spring St, Austin, TX, 78735	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-58078	TPA	Sean Stephens	1979-08-26	—	—	9699 Indian School Rd, Mesa, AZ, 85258	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-426852	CLM	Aaron Scott	1982-12-27	—	7855170650	4438 Lincoln Way, Seattle, WA, 98129	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-420783	CLM	Gary Jenkins	1989-05-08	—	—	5509 Palm Dr, Jacksonville, FL, 32273	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
ENR-135859	ENR	Sophia G Rivera	1983-06-15	UHC-90624-07	6449329611	8091 Broadway, Gilbert, AZ, 85228	0.82	Phone reformatted ZIP+4 trimmed Email lower-cased
ENR-124380	ENR	Steven Bowman	1941-09-01	UHC-95679-56	7422010209	8216 Cedar Ln, Orlando, FL, 32899	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-105009	ENR	Julie Rojas	1988-10-15	UHC-33111-45	7367694309	296 Mesa Dr, Glendale, AZ, 85315	0.82	Name re-cased Phone reformatted ZIP+4 trimmed
ENR-128592	ENR	Samantha N Wilson	1974-09-22	—	5017956420	521 Oak St, Orlando, FL, 32853	0.82	Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-118749	ENR	Alexander P Phillips	1976-08-11	UHC-65809-64	—	6581 Harbor Blvd, Sacramento, CA, 95892	0.82	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
TPA-59075	TPA	Anna Santos	1975-12-04	UHC-15152-91	—	6959 Desert Sky Blvd, Gilbert, AZ, 85234	0.82	Member ID reformatted ZIP+4 trimmed Placeholder values cleared
CLM-421882	CLM	Ruth White	1966-07-16	UHC-31890-56	8156371465	262 Washington St, Los Angeles, CA, 90041	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-421881	CLM	Ruth White	1966-07-16	UHC-31890-56	8156371465	262 Washington St, Los Angeles, CA, 90041	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-408481	CLM	Richard Oliver	1966-04-09	—	—	4100 Valley View Dr, Charlotte, NC, 28285	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-140324	ENR	Juan Graham	1961-07-16	UHC-34448-76	7589372325	6536 Park Pl, Fresno, CA, 93794	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-52502	TPA	Grace A Kennedy	1952-02-07	—	—	3820 Indian School Rd, Fresno, CA, 93754	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-127105	ENR	Angela Fields	2007-09-01	UHC-07706-58	9873574399	6230 Central Ave, San Antonio, TX, 78229	0.82	Name re-cased ZIP+4 trimmed Whitespace trimmed
CLM-415780	CLM	Emma Rojas	2008-10-11	UHC-27356-85	6893282164	1920 Spring St, Las Vegas, NV, 89105	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-24703	PRV	Aaron T Simpson	2005-05-22	—	—	659 Washington St, Miami, FL, 33175	0.82	City re-cased ZIP+4 trimmed Placeholder values cleared
ENR-138968	ENR	Charles Hunter	2000-04-06	UHC-06446-40	—	1395 Main St, Phoenix, AZ, 85063	0.82	Member ID reformatted ZIP+4 trimmed Placeholder values cleared
TPA-56140	TPA	Patel Austin	1972-10-22	—	—	1655 Baseline Rd, Atlanta, GA, 30387	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
PRV-23842	PRV	Terry Bowman	1984-02-01	UHC-58664-75	—	3752 Lincoln Way, Glendale, AZ, 85372	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
ENR-119345	ENR	Cynthia Green	1979-06-21	UHC-66762-67	2258551299	1316 Jefferson Ave, Orlando, FL, 32883	0.82	Phone reformatted Member ID reformatted ZIP+4 trimmed
ENR-108692	ENR	Christina Morales	1947-07-03	UHC-53202-71	7178285395	7231 Broadway, Jacksonville, FL, 32255	0.82	Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-406756	CLM	Eugene Elliott	1945-03-11	UHC-77796-83	7748269784	3781 Lincoln Way, Columbus, OH, 43244	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-422788	CLM	Joseph Walsh	1997-05-25	UHC-54154-91	2296377020	7920 Indian School Rd, Las Vegas, NV, 89108	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-413126	CLM	Frank Howard	1971-07-01	—	—	5872 Jefferson Ave, Nashville, TN, 37253	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-400320	CLM	Edward Wilson	2006-07-10	—	—	8344 Bayshore Dr, Denver, CO, 80215	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
ENR-126962	ENR	Abigail U Peters	2003-10-20	UHC-38914-38	4145309293	8838 Elm St, Atlanta, GA, 30373	0.82	Phone reformatted ZIP+4 trimmed Whitespace trimmed
TPA-56982	TPA	Nicholas Grant	1998-11-06	UHC-26220-94	—	7769 Lake View Rd, Fresno, CA, 93715	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-405443	CLM	Jason Mills	1948-12-08	UHC-87174-74	—	1493 Sage Ct, Columbus, OH, 43203	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-421852	CLM	Eric Watson	2005-01-05	—	—	6608 Elm St, Fresno, CA, 93767	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
ENR-112393	ENR	Stephanie J Freeman	1997-07-08	UHC-23974-43	4435742466	8960 Spring St, Chandler, AZ, 85294	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-118557	ENR	Jessca J Barnes	1985-08-04	UHC-72934-50	5478143272	2452 Oak St, Dallas, TX, 75209	0.82	Name re-cased State code upper-cased ZIP+4 trimmed
TPA-60141	TPA	Kenneth Nguyeen	1990-12-14	—	—	8140 Palm Dr, Las Vegas, NV, 89149	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-409237	CLM	Philip L White	1972-02-13	UHC-46377-93	4058227289	7194 Ocean Ave, Chandler, AZ, 85239	0.82	Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-108441	ENR	Kyle A Grant	1997-06-08	UHC-70626-34	3268478840	9500 Ridge Rd, Nashville, TN, 37211	0.82	Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-134344	ENR	Relph T Murpy	2001-05-06	UHC-70362-84	7227116748	5314 Palm Dr, Seattle, WA, 98110	0.82	Phone reformatted City re-cased ZIP+4 trimmed
CLM-423972	CLM	Isabella Edwards	1948-09-23	—	—	2003 Washington St, Tucson, AZ, 85704	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-56781	TPA	Mark Hunter	1941-09-01	—	—	1443 Elm St, San Diego, CA, 92170	0.82	City re-cased ZIP+4 trimmed Placeholder values cleared
ENR-123718	ENR	Alan R Duncan	1974-03-18	UHC-33937-60	6054312076	5209 Sunset Blvd, Nashville, TN, 37222	0.82	Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-123719	ENR	Alan R Duncan	1974-03-18	UHC-33937-60	6054312076	5209 Sunset Blvd, Nashville, TN, 37222	0.82	Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-113024	ENR	Jeremy James	1956-12-08	UHC-33338-98	3452840548	4486 Union St, Eden Prairie, MN, 55334	0.82	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
TPA-61448	TPA	Ashley Castro	1970-04-21	—	8466303477	1834 Jefferson Ave, Austin, TX, 78730	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared

8,263 rows, page 157 of 166Previous Next