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 “No usable name (quarantined)”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagNo usable name (quarantined)Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23291	PRV	—Junk	1957-02-01	UHC-03087-94	—	1165 Oak St, Tucson, AZ, 85786	0.68	Street suffix standardised Address re-cased Placeholder values cleared No usable name (quarantined)
ENR-128658	ENR	MichelleJunk	1987-05-23	UHC-91927-63	2016381151	272 Meadow Ln, Orlando, FL, 32800	0.68	Street suffix standardised Address re-cased Whitespace trimmed No usable name (quarantined)
CLM-426721	CLM	GeorgeJunk	—	—	7047922841	—	0.68	Date of birth missing Phone reformatted Placeholder values cleared No usable name (quarantined)
ENR-137157	ENR	UJunk	1982-11-20	UHC-21392-85	—	8890 Church St, Las Vegas, NV, 89163	0.68	Street suffix standardised Address re-cased Whitespace trimmed No usable name (quarantined)
CLM-418792	CLM	—Junk	1981-11-16	UHC-75031-60	—	3349 Union St, Eden Prairie, MN, 55390	0.68	Street suffix standardised Address re-cased Placeholder values cleared No usable name (quarantined)
CLM-431761	CLM	RebeccaJunk	1954-12-27	UHC-91958-97	—	8352 Main St # 772, Phoenix, AZ, 85042	0.68	Name re-cased Unit split from street Placeholder values cleared No usable name (quarantined)
TPA-51727	TPA	CharlotteJunk	—	—	—	8125 Canyon Rd, Austin, TX, 78765	0.68	Date of birth unreadable State code upper-cased Placeholder values cleared No usable name (quarantined)
TPA-52397	TPA	—Junk	1938-03-26	—	—	2266 Washington St, Nashville, TN, 37213	0.68	Street suffix standardised Address re-cased Placeholder values cleared No usable name (quarantined)
ENR-118000	ENR	Betty EJunk	1943-11-15	UHC-98440-29	6474098238	1999 Meadow Ln, Seattle, WA, 98197	0.68	Street suffix standardised Address re-cased Whitespace trimmed No usable name (quarantined)
ENR-142271	ENR	—Junk	1995-10-23	UHC-41395-61	—	8889 Ocean Ave, Sacramento, CA, 95893	0.68	Two-digit birth year Email lower-cased Placeholder values cleared No usable name (quarantined)
TPA-53622	TPA	—Junk	1951-06-04	UHC-52905-09	5164572256	5492 Highland Ave, Seattle, WA, 98198	0.68	Phone reformatted City re-cased ZIP+4 trimmed No usable name (quarantined)
TPA-57462	TPA	—Junk	1967-01-23	UHC-12402-61	—	4340 Canyon Rd, Chandler, AZ, 85252	0.68	Street suffix standardised Address re-cased Placeholder values cleared No usable name (quarantined)
PRV-23584	PRV	—Junk	1940-05-12	—	—	298 Sunset Blvd, Phoenix, AZ, 85012	0.68	Street suffix standardised Address re-cased Placeholder values cleared No usable name (quarantined)
CLM-424234	CLM	—Junk	1979-09-07	—	9812711306	3010 Hillcrest Rd, San Antonio, TX, 78242	0.68	Street suffix standardised Address re-cased Placeholder values cleared No usable name (quarantined)
CLM-400161	CLM	MariaJunk	2007-03-12	UHC-35556-52	—	5103 Willow Ct, Tempe, AZ, 85247	0.68	Street suffix standardised Address re-cased Placeholder values cleared No usable name (quarantined)
ENR-106462	ENR	KJunk	1998-04-09	UHC-66870-46	2503266726	7026 River Rd, Chandler, AZ, 85251	0.68	Street suffix standardised Address re-cased Placeholder values cleared No usable name (quarantined)
TPA-61999	TPA	—Junk	1960-03-21	—	9596542063	—	0.68	Date of birth reformatted Phone reformatted Gender normalised No usable name (quarantined)
CLM-432327	CLM	AustinJunk	1990-12-19	UHC-66555-53	—	7141 Willow Ct, Houston, TX, 77086	0.68	City re-cased Gender normalised Placeholder values cleared No usable name (quarantined)
ENR-128583	ENR	—Junk	1948-02-14	UHC-66835-69	8017159319	4017 Palm Dr, Orlando, FL, 32896	0.68	Phone reformatted Street suffix standardised Address re-cased No usable name (quarantined)
ENR-129051	ENR	Julia EJunk	—	UHC-52748-06	3265332372	4899 Elm St, Tampa, FL, 33640	0.68	Date of birth unreadable Phone reformatted Whitespace trimmed No usable name (quarantined)
ENR-107421	ENR	Aaron ZJunk	1994-08-21	UHC-70735-55	7404310654	3158 Elm St, Tucson, AZ, 85742	0.68	Street suffix standardised Address re-cased Whitespace trimmed No usable name (quarantined)
PRV-26377	PRV	—Junk	2003-11-26	—	—	1900 Ocean Ave, Charlotte, NC, 28251	0.68	Street suffix standardised Address re-cased Placeholder values cleared No usable name (quarantined)
ENR-109644	ENR	VJunk	1983-02-19	UHC-44572-22	4457481021	296 Washington St, Jacksonville, FL, 32228	0.68	Phone reformatted SSN last four extracted Placeholder values cleared No usable name (quarantined)
ENR-130786	ENR	BJunk	1951-04-18	UHC-30141-52	9079492053	1592 Camelback Rd, Sacramento, CA, 95827	0.68	Phone reformatted Gender normalised Plan code upper-cased No usable name (quarantined)
CLM-410454	CLM	—Junk	1962-07-15	UHC-95184-37	—	—	0.70	Two-digit birth year Placeholder values cleared No usable name (quarantined)
PRV-28487	PRV	VJunk	2008-07-06	UHC-92465-76	5184484802	7467 Bayshore Dr # 804, Dallas, TX, 75292	0.70	Unit split from street Placeholder values cleared No usable name (quarantined)
ENR-135069	ENR	WJunk	1998-01-04	UHC-89508-38	2275170991	45 Lake View Rd, Scottsdale, AZ, 85282	0.70	Date of birth reformatted State name converted to code No usable name (quarantined)
CLM-402004	CLM	YJunk	1982-06-16	UHC-02972-27	—	2654 Cedar Ln, Minneapolis, MN, 55448	0.70	ZIP+4 trimmed Placeholder values cleared No usable name (quarantined)
CLM-405565	CLM	JackJunk	1974-02-24	—	—	6010 Broadway Apt 13, Plano, TX, 75013	0.70	Unit split from street Placeholder values cleared No usable name (quarantined)
ENR-124350	ENR	—Junk	1941-04-09	UHC-96615-50	7256009301	7589 Mountain View Dr, Charlotte, NC, 28247	0.70	Phone reformatted State name converted to code No usable name (quarantined)
CLM-406141	CLM	—Junk	1943-10-27	UHC-20733-31	—	2915 Maple Ave, Chandler, AZ, 85226	0.70	ZIP+4 trimmed Placeholder values cleared No usable name (quarantined)
CLM-405882	CLM	—Junk	1981-01-01	UHC-84724-16	—	—	0.70	Two-digit birth year Placeholder values cleared No usable name (quarantined)
CLM-413336	CLM	—Junk	1945-01-25	UHC-69613-43	—	—	0.70	Two-digit birth year Placeholder values cleared No usable name (quarantined)
TPA-51277	TPA	RonaldJunk	2003-05-26	UHC-91719-11	—	373 Oak St, Eden Prairie, MN	0.70	ZIP missing Placeholder values cleared No usable name (quarantined)
ENR-135531	ENR	OliviaJunk	2003-08-15	UHC-01709-43	9865406712	4874 Willow Ct, San Diego, CA, 92165	0.70	Street suffix standardised Address re-cased No usable name (quarantined)
CLM-417748	CLM	JoseJunk	1979-05-02	UHC-23800-23	7915452789	1716 Ridge Rd, Nashville, TN, 37283	0.70	Two-digit birth year Placeholder values cleared No usable name (quarantined)
CLM-406475	CLM	—Junk	1972-03-10	—	—	2801 Elm St, Chandler, AZ, 85215	0.70	Gender normalised Placeholder values cleared No usable name (quarantined)
ENR-119529	ENR	RJunk	1990-12-06	UHC-66808-42	—	7070 Harbor Blvd, Glendale, AZ	0.72	ZIP missing No usable name (quarantined)
PRV-22544	PRV	DorisJunk	1939-12-09	UHC-24341-03	5302894016	9597 Camelback Rd, Tempe, AZ, 85259	0.74	Name re-cased Phone reformatted Member ID reformatted State code upper-cased+3 more
PRV-21016	PRV	CarlosJunk	1951-12-17	UHC-94148-09	3845930105	—	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-132430	ENR	BJunk	1951-09-02	UHC-52134-96	5596133325	—	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Email lower-cased+3 more
ENR-105959	ENR	RachelJunk	1954-08-12	UHC-44054-68	6135367989	2152 Oak St, Orlando, FL, 32871	0.76	Date of birth reformatted City re-cased State code upper-cased Whitespace trimmed+2 more
TPA-55534	TPA	KathleenJunk	2001-01-26	—	4949725027	7643 Highland Ave, Miami, FL, 33193	0.76	Name re-cased Phone reformatted City re-cased Email lower-cased+2 more
ENR-113348	ENR	QJunk	1994-11-06	UHC-15235-11	6353217120	4333 Spring St, Atlanta, GA, 30351	0.76	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+2 more
CLM-418136	CLM	Arjun XJunk	1978-11-24	UHC-32380-64	7484410765	5957 Elm St, Mesa, AZ, 85231	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+2 more
CLM-430070	CLM	LawrenceJunk	1971-02-10	UHC-12016-65	9539432023	5415 River Rd, Minneapolis, MN, 55416	0.76	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+2 more
PRV-23692	PRV	Christina MJunk	1954-09-19	UHC-81624-09	4422218009	6995 Pine Dr, Plano, TX, 75052	0.76	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+2 more
CLM-419256	CLM	—Junk	2001-06-20	UHC-49869-26	—	—	0.78	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared+1 more
ENR-125528	ENR	Wei EJunk	1954-08-09	UHC-50630-18	9302993194	7711 Lincoln Way, Orlando, FL, 32886	0.78	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-21035	PRV	QJunk	1949-10-19	—	4463092832	729 Broadway, Plano, TX, 75070	0.78	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared+1 more

505 rows, page 8 of 11Previous Next