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 “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
CLM-431049	CLM	Janet Adams	—	—	—	9268 Church St, Denver, CO, 80254	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419658	CLM	Kimberly Henderson	—	UHC-76058-16	4509111685	5226 Desert Sky Blvd, Austin, TX, 78772	0.66	Date of birth unreadable Phone reformatted City re-cased State name converted to code+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
CLM-414239	CLM	Jeffrey Alvarado	—	—	2758519425	374 Palm Dr, Charlotte, NC, 28268	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
CLM-431541	CLM	Patricia Parker	—	UHC-37191-05	—	2919 Lake View Rd, Tucson, AZ, 85743	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-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
TPA-54365	TPA	Wei Bradley	—	UHC-76357-55	3147219949	2524 Baseline Rd, Columbus, OH, 43297	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22298	PRV	Albert Ortiz	—	UHC-43635-68	—	5853 Union St, Phoenix, AZ, 85051	0.66	Name re-cased Date of birth unreadable Phone missing area code Email lower-cased+1 more
CLM-431064	CLM	Kathleen Jacobs	—	UHC-95648-15	4303437119	5998 Sage Ct, Nashville, TN, 37250	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+1 more
CLM-425511	CLM	Hirsohi D Estrada	—	UHC-03525-64	2114106959	5345 Cedar Ln, Los Angeles, CA, 90038	0.66	Date of birth unreadable Phone reformatted State name converted to code 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
TPA-63111	TPA	Christine Moore	—	—	—	8018 Maple Ave, Scottsdale, AZ, 85267	0.66	Name re-cased Date of birth unreadable City re-cased ZIP+4 trimmed+1 more
TPA-61214	TPA	Lauren Frenklin	—	—	6453919863	—	0.66	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+1 more
TPA-54554	TPA	Nathan E Ramirez	—	—	—	6336 Canyon Rd, Columbus, OH, 43227	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+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
CLM-400755	CLM	Elijah Brown	—	UHC-31375-51	—	—	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
TPA-64205	TPA	Logan Marshall	—	UHC-13279-34	—	—	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-418656	CLM	Gary Tucker	—	UHC-38611-50	—	5434 Desert Sky Blvd, Orlando, FL, 32853	0.66	Name re-cased Date of birth unreadable City re-cased Gender normalised+1 more
CLM-422773	CLM	Jesse D Cunningham	—	—	—	9591 Palm Dr, Tempe, AZ, 85211	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+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
ENR-107667	ENR	Brian C Webar	—	UHC-56118-72	4158864973	732 Bayshore Dr, Jacksonville, FL, 32203	0.66	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-406462	CLM	Eric Long	—	—	—	4296 River Rd, San Antonio, TX, 78273	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20825	PRV	Cynthia Gibson	—	—	2595105991	7483 Church St, San Diego, CA, 92144	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-138618	ENR	Lauren T Turner	—	UHC-67476-39	7727272906	2508 Lincoln Way, Miami, FL, 33148	0.66	Date of birth unreadable Phone reformatted Member ID reformatted City re-cased+1 more
CLM-409526	CLM	Elizabeth Greene	—	—	2412458741	—	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-423819	CLM	Niccholas Gonzalez	—	—	—	6958 Lincoln Way, Los Angeles, CA, 90054	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-136052	ENR	Gregory Q Taylor	—	UHC-29109-92	4086156705	3683 Pine Dr, Mesa, AZ, 85220	0.66	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+1 more
ENR-138444	ENR	Rachel C Reynolds	—	UHC-63753-59	9596925616	9197 Cedar Ln, Atlanta, GA, 30369	0.66	Date of birth unreadable Member ID reformatted City re-cased State name converted to code+1 more
CLM-424235	CLM	Kayyla Perry	—	—	5425525352	3327 Sage Ct, Nashville, TN, 37256	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122142	ENR	Martha Perez	—	UHC-56874-42	9875251987	3011 Highland Ave, Miami, FL, 33161	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
CLM-416880	CLM	Richard Grant	—	UHC-86197-76	6118038166	7735 Market St, Houston, TX, 77089	0.66	Date of birth unreadable Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-25214	PRV	Jason Garrett	—	—	6574036234	7286 Baseline Rd, Phoenix, AZ, 85081	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-122736	ENR	Richard N Yang	—	UHC-13935-20	—	5832 Jefferson Ave, Fresno, CA, 93795	0.66	Name re-cased Date of birth unreadable Email lower-cased Gender normalised+1 more
ENR-118263	ENR	Jesse Snyder	—	UHC-29952-88	2189570350	7932 Palm Dr, Phoenix, AZ, 85097	0.66	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+1 more
ENR-108033	ENR	Jacqueline Ryan	—	UHC-97443-27	8555635183	5196 Mesa Dr, Houston, TX, 77024	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28975	PRV	Betty Griffin	—	UHC-23779-75	3918274461	4989 Central Ave, Las Vegas, NV, 89163	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112209	ENR	Bran U Bailey	—	UHC-51571-55	8239601059	4358 Indian School Rd, Los Angeles, CA, 90033	0.66	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-20948	PRV	Keith Bennett	—	—	—	1922 Ocean Ave, Jacksonville, FL, 32227	0.66	Name re-cased Date of birth unreadable ZIP+4 trimmed Whitespace trimmed+1 more
ENR-130033	ENR	Stephanie Williamson	—	UHC-63783-56	9729341424	4702 Central Ave, Austin, TX, 78722	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108819	ENR	Sharon Vazquez	—	UHC-22985-67	6686359253	4871 Park Pl, Tampa, FL, 33616	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50248	TPA	Linda Payne	—	—	—	3257 Desert Sky Blvd, San Antonio, TX, 78272	0.66	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-119549	ENR	Nicole I Holmes	—	UHC-42883-29	8394165219	1347 Washington St, Las Vegas, NV, 89179	0.66	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+1 more
CLM-418677	CLM	Yuki H Hanson	—	UHC-02203-04	—	6392 Bayshore Dr, Fresno, CA, 93749	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-416396	CLM	John Anderson	—	UHC-74807-02	—	9872 Ocean Ave, Phoenix, AZ, 85087	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-123911	ENR	William C Weaver	—	UHC-86260-13	6229826713	2512 Church St, Houston, TX, 77015	0.66	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+1 more
TPA-57608	TPA	Barbara Garza	—	—	—	3720 Mesa Dr, Dallas, TX, 75268	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-103172	ENR	Brandon Rivera	—	UHC-83841-16	—	4526 Jefferson Ave, Gilbert, AZ	0.66	Date of birth reformatted Date of birth unreadable ZIP missing Whitespace trimmed+1 more

2,274 rows, page 29 of 46Previous Next