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 name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-103273	ENR	Aaron Young	1953-07-02	UHC-06765-07	3205095305	3196 Valley View Dr, San Antonio, TX, 78233	0.66	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-402211	CLM	Harold Singh	1949-12-22	UHC-27892-54	—	7435 Lake View Rd, San Antonio, TX, 78285	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-50678	TPA	Jordan Rice	2007-11-12	—	—	6869 Ridge Rd, Miami, FL, 33112	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-415166	CLM	Daniel Hunter	1990-12-19	—	7019672836	3802 Mesa Dr, Nashville, TN, 37296	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-409525	CLM	Elziabeth Greene	1950-01-08	UHC-43618-30	2412458741	4344 Central Ave, Atlanta, GA, 30336	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-141938	ENR	Jack Snyder	1971-02-14	UHC-26546-27	9408323210	3129 Desert Sky Blvd, Austin, TX, 78787	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-111288	ENR	Olivia P Banks	1974-05-06	UHC-70286-03	4857313308	6119 Bayshore Dr, Orlando, FL, 32823	0.66	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+1 more
TPA-50881	TPA	Jeffrey King	1951-04-08	—	2994665423	8238 Camelback Rd, Los Angeles, CA, 90090	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-137599	ENR	Bradley Alvarez	1984-05-13	UHC-01211-29	9817627575	5400 Indian School Rd, Charlotte, NC, 28258	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-21534	PRV	Logan Williams	1942-05-11	—	9233515901	9681 Jefferson Ave, Fresno, CA, 93723	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-134515	ENR	Omar N Weaver	2001-02-28	UHC-71491-85	7039799708	4595 Sage Ct, Fresno, CA, 93782	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-431944	CLM	Madison Wilson	1946-10-13	UHC-30657-32	—	6433 Pine Dr, Scottsdale, AZ, 85201	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-403843	CLM	Kimberly T Cruz	1967-03-18	UHC-50312-75	5488227857	8056 Camelback Rd, Columbus, OH, 43228	0.66	Name re-cased Date of birth reformatted State name converted to code Gender normalised+1 more
CLM-404838	CLM	Elizabeth Simmons	1938-07-15	—	6992704178	6495 Harbor Blvd, Houston, TX, 77097	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
TPA-58808	TPA	Judy Brown	1979-03-24	—	8854644983	6536 Elm St, Plano, TX	0.66	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-105457	ENR	Christina E Austin	1968-05-12	UHC-18686-11	7348546609	1879 Forest Ave, Orlando, FL, 32880	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-421031	CLM	Ruth Peters	1939-10-27	—	—	1093 Meadow Ln, Scottsdale, AZ, 85262	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-26459	PRV	Kayla Rice	1997-11-11	—	—	3442 Church St, Gilbert, AZ, 85272	0.66	Name re-cased Phone missing area code City re-cased State name converted to code+1 more
ENR-110516	ENR	Hannah Nguyen	1950-03-16	UHC-03763-39	5528619404	8533 Camelback Rd, Minneapolis, MN, 55441	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-21775	PRV	Bradley G Carroll	1968-11-05	UHC-64547-12	7646502640	2490 Market St, Glendale, AZ, 85383	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-142138	ENR	Richard Y Lawson	1996-06-11	UHC-48252-83	5422233885	7235 Desert Sky Blvd, Tempe, AZ, 85240	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50262	TPA	Henry Y Lane	1940-09-11	—	5697354109	1172 Lincoln Way, Los Angeles, CA, 90068	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-106835	ENR	Scott U Gomez	1994-12-27	UHC-06958-42	3048528575	4489 Union St, Las Vegas, NV, 89155	0.66	Name re-cased Member ID reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-130916	ENR	Martha R Lewis	2005-07-20	UHC-83453-88	7503410732	9277 Bayshore Dr, Columbus, OH, 43224	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
CLM-429236	CLM	Ken Barnes	1982-10-20	UHC-22269-87	—	737 Oak St, Chandler, AZ, 85240	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-418279	CLM	Beverly Moreno	1955-04-28	UHC-40140-87	—	5553 Grand Ave, Glendale, AZ, 85348	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-138479	ENR	Stewart U Dennis	1984-08-12	UHC-30641-82	4978970715	1858 Cedar Ln, Chandler, AZ, 85237	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-116546	ENR	Camila K Elliott	1959-07-08	UHC-73605-99	9686980408	8618 Spring St, Glendale, AZ, 85303	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-403585	CLM	Luis Ramos	2006-08-19	—	7167034310	3844 Ridge Rd, San Antonio, TX, 78248	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-432225	CLM	Fatima Jacobs	1974-02-04	UHC-41356-33	3107560870	4275 Union St, Mesa, AZ, 85206	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-26320	PRV	Keith Schultz	1940-01-23	UHC-59799-84	8369687185	3791 Sunset Blvd, Seattle, WA, 98127	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-409012	CLM	Raymond N Marshall	1962-04-13	UHC-07714-18	—	495 Apache Blvd, San Antonio, TX, 78298	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-405702	CLM	Anna Q Carpenter	1952-02-03	UHC-11448-93	9069622013	5759 River Rd, Jacksonville, FL, 32288	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-23361	PRV	Amy Woods	1998-06-08	UHC-57366-89	2328896648	5269 Canyon Rd, Plano, TX, 75013	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-51645	TPA	Raymond Vasquez	1997-10-05	—	—	2095 Cedar Ln, Tampa, FL, 33669	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-113570	ENR	Emma Wagner	1944-08-22	UHC-58060-51	5219507268	5589 Broadway, Orlando, FL, 32855	0.66	Two-digit birth year Address re-cased City re-cased State name converted to code+1 more
PRV-28970	PRV	Edward Boyd	2003-11-09	—	7173338374	8783 Willow Ct, San Diego, CA, 92123	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-21282	PRV	Gabriel Campbell	1941-09-14	—	—	1460 Pine Dr, Plano, TX, 75001	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-138923	ENR	Jack Robertson	1976-04-13	UHC-33762-69	9746942829	1846 Main St, Glendale, AZ, 85303	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-415958	CLM	Joan T Lee	1994-08-13	—	—	4173 Apache Blvd, Jacksonville, FL, 32226	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-136013	ENR	Bryan N Jenkins	1970-10-13	UHC-92838-28	9716047055	8592 Grand Ave, Miami, FL, 33197	0.66	Date of birth reformatted City re-cased State name converted to code Gender normalised+1 more
ENR-101045	ENR	Heather Howard	2007-05-18	UHC-45626-26	5116681722	8262 Harbor Blvd, Glendale, AZ, 85325	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-405178	CLM	Kathy Ortiz	2002-12-20	UHC-91659-15	3888039820	8356 Indian School Rd, Charlotte, NC, 28241	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-109256	ENR	Vincent G Wattkins	2000-11-26	UHC-63848-42	8622293344	1161 Grand Ave, Fresno, CA, 93729	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-26337	PRV	Megan A Berry	1943-10-26	UHC-79894-32	—	6422 Highland Ave, Sacramento, CA, 95888	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-56025	TPA	Roy Li	2005-03-07	—	—	5854 Harbor Blvd, Las Vegas, NV, 89181	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-423215	CLM	Ana U Nunez	2003-12-07	UHC-27580-31	9778153177	183 Main St, Orlando, FL, 32840	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-27392	PRV	Sofia Ortiz	1995-11-04	UHC-16134-88	—	3988 Lincoln Way, Jacksonville, FL, 32242	0.66	Phone missing area code State name converted to code Email lower-cased Whitespace trimmed+1 more
ENR-119418	ENR	Benjamin Thompson	1992-01-19	UHC-12484-48	7059932624	6338 Broadway, Los Angeles, CA, 90045	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
PRV-22875	PRV	Mariana Le	1997-11-10	—	3095152774	733 Lake View Rd, Dallas, TX, 75243	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more

9,084 rows, page 129 of 182Previous Next