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 “Date of birth unreadable”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth unreadableClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-127687	ENR	Mlissa Andrews	—	UHC-49025-89	8545452138	516 Sunset Blvd, Denver, CO, 80248	0.66	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+1 more
ENR-101055	ENR	Debra H Bishop	—	UHC-74782-94	3157943023	5514 Grand Ave, Gilbert, AZ	0.66	Date of birth unreadable Phone reformatted State code upper-cased ZIP missing+1 more
ENR-109277	ENR	Henry Rodriguez	—	UHC-62145-72	6993874714	5598 Jefferson Ave, Jacksonville, FL, 32243	0.66	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+1 more
ENR-132018	ENR	Eric I Castillo	—	UHC-33264-33	—	8778 Ocean Ave, Minneapolis, MN, 55400	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-133987	ENR	Ashley P Bryatn	—	UHC-46537-83	5536107150	7372 Pine Dr, Miami, FL, 33162	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-128404	ENR	Mariana G Wilson	—	UHC-28998-30	3802001109	4779 Canyon Rd, Dallas, TX, 75272	0.66	Date of birth unreadable City re-cased Gender normalised Whitespace trimmed+1 more
ENR-128405	ENR	Mariana G Wilson	—	UHC-28998-30	3802001109	4779 Canyon Rd, Dallas, TX, 75272	0.66	Date of birth unreadable City re-cased Gender normalised Whitespace trimmed+1 more
ENR-135918	ENR	Catherine Kelley	—	UHC-27584-01	3077608462	1279 Hillcrest Rd, Glendale, AZ, 85387	0.66	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+1 more
ENR-136705	ENR	Elizabeth Gray	—	UHC-56847-87	9767537265	3136 Sunset Blvd, Minneapolis, MN, 55488	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-105330	ENR	Sean B Martinez	—	UHC-99852-73	5774385369	8877 Canyon Rd, Phoenix, AZ, 85052	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-134234	ENR	James N Oriz	—	UHC-18976-70	5575874242	7211 Desert Sky Blvd, Phoenix, AZ, 85022	0.66	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+1 more
ENR-109185	ENR	Janet McDonald	—	UHC-29446-60	3975337165	5152 Sunset Blvd, Tempe, AZ, 85297	0.66	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+1 more
ENR-102954	ENR	Michelle D Scott	—	UHC-58609-88	8119769730	1551 Forest Ave, Plano, TX, 75019	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
ENR-127695	ENR	Sara Gordon	—	UHC-17238-13	7009316062	8339 Ocean Ave, Minneapolis, MN, 55412	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108049	ENR	Theresa H Reiid	—	UHC-63053-40	4152532113	5210 Apache Blvd, Dallas, TX, 75211	0.66	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-108048	ENR	Theresa H Reiid	—	UHC-63053-40	4152532113	5210 Apache Blvd, Dallas, TX, 75211	0.66	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-108650	ENR	Ann Dunn	—	UHC-83785-92	4715513104	—	0.66	Name split from “Last, First”Date of birth unreadable Member ID reformatted Plan code upper-cased+1 more
ENR-127044	ENR	Mary E Price	—	UHC-79267-93	5314924067	4950 Union St, San Antonio, TX, 78285	0.66	Middle initial moved out of first name Name re-cased Date of birth unreadable Whitespace trimmed+1 more
ENR-123934	ENR	Kayla Luna	—	UHC-20633-02	8496062566	2442 Lincoln Way, Seattle, WA, 98140	0.66	Date of birth unreadable Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-121900	ENR	Lawrence G Sullivan	—	UHC-68792-58	8465575907	3901 Willow Ct Apt 30, Atlanta, GA, 30308	0.66	Date of birth unreadable Phone reformatted Unit split from street Email lower-cased+1 more
ENR-113097	ENR	Hiroshi Vazquez	—	UHC-28359-81	9065836819	928 Mountain View Dr, Scottsdale, AZ, 85204	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-104406	ENR	Joseph K Martin	—	UHC-05158-85	—	4130 Washington St, Gilbert, AZ, 85285	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-142815	ENR	Carolyn Wright	—	UHC-94808-34	—	242 Park Pl # 951, Orlando, FL, 32850	0.66	Name re-cased Date of birth unreadable Unit split from street City re-cased+1 more
ENR-138362	ENR	Sandra Brown	—	UHC-38120-34	7064594971	4287 Central Ave, Mesa, AZ, 85278	0.66	Date of birth unreadable Phone reformatted SSN last four extracted State code upper-cased+1 more
ENR-122076	ENR	Marilyn R Ellitot	—	UHC-00621-20	9842908816	5553 Lake View Rd, Gilbert, AZ, 85253	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-134301	ENR	Kevin L Tucker	—	UHC-01358-75	—	1128 Harbor Blvd, Columbus, OH, 43242	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-116058	ENR	Edward H Myers	—	UHC-95659-89	4238847530	4250 Grand Ave, Tempe, AZ, 85203	0.66	Date of birth unreadable Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-109212	ENR	Martha O Reynolds	—	UHC-05929-75	7617593664	7263 Apache Blvd, Minneapolis, MN, 55478	0.66	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-109804	ENR	Nicole F Smith	—	UHC-40557-38	8015790101	901 Main St, Charlotte, NC, 28247	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111427	ENR	Andy N Walsh	—	UHC-17683-33	6976538246	4949 Baseline Rd, Jacksonville, FL, 32292	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111582	ENR	Denise Q Williams	—	UHC-36325-58	2975597302	3684 Indian School Rd, Jacksonville, FL, 32290	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
ENR-108820	ENR	Gary Harvey	—	UHC-53525-01	7039308215	3688 River Rd, Gilbert, AZ, 85222	0.66	Date of birth unreadable Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-109705	ENR	Anthony Holmes	—	UHC-49793-91	—	6000 Sunset Blvd, Austin, TX, 78770	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-112359	ENR	Abigail Holmes	—	UHC-14169-27	4083596951	6461 Main St, Denver, CO, 80200	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141936	ENR	Maria L Davis	—	UHC-91962-84	3258386557	7357 Apache Blvd, Mesa, AZ, 85275	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-116974	ENR	Lucia G Little	—	UHC-70129-25	9542185645	5507 Mesa Dr, Miami, FL, 33115	0.66	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+1 more
ENR-116073	ENR	Arjun Murphy	—	UHC-55934-12	3244307164	256 Jefferson Ave, Tempe, AZ, 85204	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118212	ENR	Adam Welch	—	UHC-45041-79	9463128704	4241 Desert Sky Blvd, Tampa, FL, 33648	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-124482	ENR	Andrew Adams	—	UHC-92432-52	2154986250	5914 Forest Ave, Miami, FL, 33146	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+1 more
ENR-101782	ENR	Andrea Russell	—	UHC-80771-28	3922041435	9061 Ocean Ave, Houston, TX, 77080	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129445	ENR	Russell Richards	—	UHC-15077-93	—	3926 Maple Ave, Eden Prairie, MN, 55367	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-142366	ENR	Judy S Morirson	—	UHC-54028-49	7017695054	9692 Main St, Austin, TX, 78753	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-120606	ENR	Brenda A Bishop	—	UHC-25014-59	2204470392	3498 Valley View Dr, Denver, CO, 80273	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-110947	ENR	Benjamin X Jensen	—	UHC-32488-62	4846740821	8817 Forest Ave, Glendale, AZ, 85328	0.66	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-124600	ENR	Douglas Y Grray	—	UHC-34003-21	—	6594 Bayshore Dr, Dallas, TX, 75261	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-104431	ENR	Sofia Carpenter	—	UHC-20485-01	7647427104	4840 Central Ave, Nashville, TN, 37231	0.66	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+1 more
ENR-118096	ENR	Kathryn Hart	—	UHC-87384-34	7066007087	1571 Main St, Scottsdale, AZ, 85287	0.66	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-101016	ENR	Kenneth Stewart	—	UHC-42668-04	2322345091	2211 Mesa Dr, Denver, CO, 80273	0.66	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-142273	ENR	Wei Grant	—	UHC-03343-57	7955828203	9605 Highland Ave, Seattle, WA, 98161	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
ENR-105474	ENR	Maria G Wallace	—	UHC-22589-01	4889392121	6378 Harbor Blvd, Gilbert, AZ, 85271	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more

991 rows, page 13 of 20Previous Next