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

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-121056	ENR	Patrick Fisher	1985-08-03	UHC-27825-83	7773295953	7715 Baseline Rd, Mesa, AZ, 85289	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-427406	CLM	Jeff Crawford	1953-09-12	UHC-09449-40	9398889240	4512 Elm St, Nashville, TN, 37270	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-142591	ENR	Kayla Y James	1961-06-15	UHC-27390-20	6164409509	3880 Park Pl, Minneapolis, MN, 55421	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-132372	ENR	Camila Q Coleman	1960-01-21	UHC-30287-02	8105710688	2961 Cedar Ln, Tampa, FL, 33609	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110385	ENR	Nicole Patterson	1985-06-03	UHC-44497-65	8118784914	9814 Baseline Rd, Miami, FL, 33147	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-107678	ENR	Shirley Holmes	1961-04-17	UHC-39460-01	4462889768	8316 Ocean Ave, Phoenix, AZ, 85014	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-128352	ENR	Bobby R Turner	1943-12-25	UHC-32889-50	2087869270	484 Washington St, Houston, TX, 77094	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-101532	ENR	Valentina Luna	1960-08-21	UHC-30298-37	6635520959	3039 Camelback Rd, Tucson, AZ, 85774	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-140920	ENR	Timothy H Payne	1958-07-01	UHC-91578-40	7537131376	4969 Harbor Blvd, Scottsdale, AZ, 85275	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106795	ENR	Austin P Watson	1998-06-16	UHC-30177-94	6283583015	7865 Highland Ave, Minneapolis, MN, 55425	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111545	ENR	Adam Gonzales	1988-09-08	UHC-53714-65	3055210341	1141 Pine Dr, Plano, TX, 75049	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-429457	CLM	Harold Barnes	1995-04-05	—	8725208417	683 Hillcrest Rd, Jacksonville, FL	0.72	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
ENR-116917	ENR	Doris A Medina	1957-03-27	UHC-67294-17	7188612504	7137 Ridge Rd, Miami, FL, 33164	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27919	PRV	Justin D Welch	1981-03-05	UHC-40931-89	3755187151	6794 Market St, San Antonio, TX, 78289	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116599	ENR	Kimberly Marquez	1989-05-26	UHC-05060-66	9037650878	2170 Lake View Rd, Gilbert, AZ, 85232	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-118025	ENR	Jennifer N Anderson	1955-02-02	UHC-59630-32	8372941329	9633 Mountain View Dr, Orlando, FL, 32803	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-101653	ENR	Austin V Rice	1961-08-09	UHC-01782-05	6339088309	3657 Elm St, Tempe, AZ, 85217	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141008	ENR	Roger Q Rice	1952-04-07	UHC-26333-36	7835099873	5283 Spring St, Gilbert, AZ, 85210	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-106365	ENR	Thomas Kelly	2007-01-02	UHC-55132-90	2297069126	5871 Highland Ave, Charlotte, NC, 28261	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-119187	ENR	Laura K Ross	2006-09-14	UHC-61400-78	9748873171	6409 Camelback Rd, Scottsdale, AZ, 85292	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117556	ENR	Mills Ana	1998-06-13	UHC-19219-52	7822849623	355 Broadway # 157, Plano, TX, 75090	0.72	Date of birth reformatted Phone reformatted Unit split from street Address re-cased+4 more
ENR-111390	ENR	Lawrence Shaw	2000-12-18	UHC-43168-69	7942377091	7738 Maple Ave, San Antonio, TX, 78211	0.72	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-115550	ENR	Donald Vazquez	2006-12-21	UHC-90411-84	4253503136	4164 Palm Dr, Chandler, AZ, 85266	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133428	ENR	Nancy P Vega	2000-02-12	UHC-73844-71	6715120415	9590 Highland Ave, Tampa, FL, 33679	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-416941	CLM	Gabriel Delgado	1993-11-22	UHC-19497-55	—	7840 Spring St, Phoenix, AZ, 85045	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-105951	ENR	Michelle O Meyer	1998-01-06	UHC-39145-83	3293408653	5308 Harbor Blvd, Charlotte, NC, 28291	0.72	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+4 more
ENR-137092	ENR	Ross Beverly	1960-07-26	UHC-10564-44	3396899358	8373 Hillcrest Rd # 311, Eden Prairie, MN, 55370	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-415575	CLM	Samuel E Kelley	1969-12-07	—	3918742582	9612 Spring St, Orlando, FL, 32857	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135305	ENR	Theresa E Washington	1957-04-11	UHC-57051-33	9374368834	3875 Washington St, Scottsdale, AZ, 85265	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114343	ENR	Madison Ellis	1974-10-12	UHC-31543-85	6393116193	5893 Central Ave, Atlanta, GA, 30385	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-130865	ENR	Valentian B Cruz	1957-07-20	UHC-32426-03	7487488078	7237 Sunset Blvd, Columbus, OH, 43200	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-104332	ENR	Alexis Greene	1959-09-07	UHC-47378-74	8075355749	8973 Central Ave, San Antonio, TX, 78255	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-400160	CLM	Jluie R Wilson	1965-12-07	UHC-58931-70	—	766 Washington St, Austin, TX	0.72	Name re-cased Date of birth reformatted Member ID reformatted State code upper-cased+4 more
ENR-139172	ENR	Jason V Ortega	1996-12-07	UHC-48110-72	5958328200	7545 Apache Blvd, San Antonio, TX	0.72	Name re-cased Phone reformatted City re-cased ZIP missing+4 more
ENR-142633	ENR	Jason Little	1964-11-10	UHC-48267-90	8348216179	7533 Cedar Ln, Gilbert, AZ, 85217	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-108226	ENR	Ruth West	1987-09-01	UHC-90636-88	5186333277	766 Willow Ct, Tampa, FL, 33670	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127853	ENR	Nicholas Daniels	1958-07-22	UHC-00343-35	2263681082	5229 Indian School Rd, Los Angeles, CA, 90041	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105019	ENR	Arjun V Varas	2006-03-09	UHC-30971-89	2509887295	2447 Apache Blvd, San Diego, CA, 92187	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-141919	ENR	Michael Garrett	2003-11-10	—	4196827958	63 Harbor Blvd, Scottsdale, AZ, 85285	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-418756	CLM	Camila Tran	1958-03-13	UHC-16446-89	9355912289	1343 Forest Ave, Phoenix, AZ, 85032	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128056	ENR	Donald Holmes	1973-03-25	UHC-98596-84	4386927980	7626 Main St, Eden Prairie, MN, 55317	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-116499	ENR	Sofia A Rios	2005-02-03	UHC-29478-20	4932444921	9897 Union St, Seattle, WA, 98134	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116500	ENR	Sofia A Rios	2005-02-03	UHC-29478-20	4932444921	9897 Union St, Seattle, WA, 98134	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118758	ENR	Michelle Obrien	1981-04-16	UHC-08211-87	9475015603	5183 Cedar Ln, Seattle, WA, 98189	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140182	ENR	Martha A Kelley	1972-05-09	UHC-81504-26	4415726451	2131 Palm Dr, Minneapolis, MN, 55442	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-131189	ENR	Wayne M Ward	1981-01-02	UHC-83240-76	6054199098	9586 Baseline Rd, Seattle, WA, 98156	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-126069	ENR	Justin Elliott	2007-08-16	UHC-63826-19	6837302596	797 Mountain View Dr, Phoenix, AZ, 85043	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-139594	ENR	Melissa Sims	1975-02-17	UHC-56605-33	—	5162 Willow Ct, Columbus, OH, 43277	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-124791	ENR	Katherine S Chapman	1943-08-10	UHC-91355-21	8488191160	220 Highland Ave, Houston, TX, 77082	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-126907	ENR	Tom C Franlin	1966-11-13	UHC-69821-97	4464158695	3502 Maple Ave, Jacksonville, FL, 32262	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more

3,278 rows, page 28 of 66Previous Next