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 “Placeholder values cleared”, junk only, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-58856	TPA	—Junk	1966-06-07	—	—	723 Camelback Rd, Chandler, AZ, 85211	0.66	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared+1 more
PRV-22933	PRV	BJunk	1982-11-25	UHC-14257-05	8889851041	5562 Indian School Rd, Denver, CO, 80254	0.66	Phone reformatted ZIP+4 trimmed Email lower-cased Placeholder values cleared+1 more
TPA-60877	TPA	VincentJunk	1973-06-20	UHC-26763-55	2977589648	8234 Jefferson Ave, San Antonio, TX, 78246	0.66	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared+1 more
TPA-51881	TPA	—Junk	1955-10-14	UHC-43403-52	—	1637 Mountain View Dr, Glendale, AZ, 85356	0.66	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared+1 more
ENR-131924	ENR	—Junk	1969-04-08	UHC-67629-21	2869082940	95 Maple Ave, Houston, TX, 77023	0.66	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared+1 more
CLM-430425	CLM	JacquelineJunk	1990-02-14	UHC-51173-49	—	6121 Cedar Ln # 799, Las Vegas, NV, 89110	0.66	Unit split from street City re-cased Whitespace trimmed Placeholder values cleared+1 more
ENR-141771	ENR	Bruce SJunk	1979-07-16	UHC-57855-96	—	1021 Meadow Ln, Plano, TX, 75019	0.66	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared+1 more
ENR-128624	ENR	VincentJunk	1957-12-21	UHC-53779-43	—	6662 Valley View Dr, San Diego, CA, 92194	0.66	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared+1 more
CLM-421955	CLM	HannahJunk	1957-11-20	UHC-14893-54	—	2563 Forest Ave, Charlotte, NC, 28277	0.66	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared+1 more
CLM-404386	CLM	VJunk	1955-05-06	—	9878442270	5141 Mesa Dr, Orlando, FL, 32849	0.66	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared+1 more
CLM-403131	CLM	AishaJunk	1945-08-08	UHC-81067-89	—	593 Harbor Blvd, Nashville, TN, 37245	0.66	Date of birth reformatted Member ID reformatted State name converted to code Placeholder values cleared+1 more
PRV-20439	PRV	Benjamin BJunk	1978-11-02	—	7414289056	1764 Mountain View Dr, Las Vegas, NV, 89190	0.66	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared+1 more
CLM-404128	CLM	CherylJunk	2002-12-17	UHC-92867-01	6433042372	3156 Baseline Rd, Sacramento, CA, 95896	0.66	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared+1 more
TPA-53505	TPA	—Junk	1963-09-01	UHC-98430-64	7746454505	—	0.66	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared+1 more
TPA-53504	TPA	—Junk	1963-09-01	UHC-98430-64	7746454505	—	0.66	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared+1 more
CLM-420158	CLM	—Junk	1946-11-05	UHC-87019-89	—	3708 Apache Blvd, Scottsdale, AZ	0.66	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared+1 more
ENR-116931	ENR	—Junk	1989-05-05	UHC-37714-69	4623490761	8237 Central Ave # 803, Dallas, TX, 75216	0.66	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared+1 more
CLM-424435	CLM	DJunk	1956-11-20	UHC-07576-73	—	4566 Spring St, Tucson, AZ, 85761	0.66	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared+1 more
TPA-60456	TPA	—Junk	2000-09-03	UHC-97938-47	—	7552 Sunset Blvd, Scottsdale, AZ, 85263	0.66	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared+1 more
TPA-53974	TPA	Gloria UJunk	1978-12-18	—	—	9333 Hillcrest Rd, Minneapolis, MN, 55493	0.66	Middle initial moved out of first name Name re-cased City re-cased Placeholder values cleared+1 more
TPA-59154	TPA	—Junk	1971-06-08	—	—	7465 Forest Ave, Austin, TX, 78779	0.66	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared+1 more
CLM-401579	CLM	LisaJunk	1947-01-24	—	2032537680	1205 Apache Blvd, Minneapolis, MN, 55427	0.66	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared+1 more
CLM-412818	CLM	LisaJunk	1985-07-09	UHC-46841-84	4594449792	33 Grand Ave, Gilbert, AZ, 85256	0.66	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared+1 more
CLM-431533	CLM	—Junk	1954-08-06	UHC-17902-31	2292649126	6016 Baseline Rd, Tampa, FL, 33650	0.66	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared+1 more
TPA-55055	TPA	MichelleJunk	1939-03-18	—	—	888 Cedar Ln, Tucson, AZ, 85741	0.66	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared+1 more
PRV-28954	PRV	—Junk	1968-08-11	UHC-98509-15	2576519807	2551 Willow Ct, Seattle, WA, 98154	0.66	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared+1 more
TPA-55437	TPA	Bob GJunk	2000-10-21	—	—	1002 Elm St, Seattle, WA	0.68	State code upper-cased ZIP missing Placeholder values cleared No usable name (quarantined)
ENR-142595	ENR	ShirleyJunk	1949-03-16	UHC-56574-44	3376321598	4682 Ocean Ave, Columbus, OH, 43208	0.68	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared No usable name (quarantined)
CLM-410903	CLM	RaymondJunk	1998-12-22	—	2735417288	5942 Church St, Las Vegas, NV	0.68	Phone reformatted ZIP missing Placeholder values cleared No usable name (quarantined)
PRV-25555	PRV	KJunk	2001-03-24	UHC-80415-30	5789416159	—	0.68	Two-digit birth year Phone reformatted Placeholder values cleared No usable name (quarantined)
PRV-28849	PRV	Omar CJunk	1943-10-14	—	9567178918	1000 Washington St, Dallas, TX, 75247	0.68	Street suffix standardised Address re-cased Placeholder values cleared No usable name (quarantined)
TPA-52563	TPA	DurisJunk	1951-03-03	—	—	1581 Canyon Rd, Houston, TX, 77097	0.68	Street suffix standardised Address re-cased Placeholder values cleared No usable name (quarantined)
CLM-411654	CLM	—Junk	1980-08-17	UHC-69832-38	—	2735 Bayshore Dr, Mesa, AZ, 85279	0.68	Street suffix standardised Address re-cased Placeholder values cleared No usable name (quarantined)
TPA-60005	TPA	PJunk	1994-02-05	—	—	9247 Highland Ave, Columbus, OH, 43298	0.68	Gender normalised Whitespace trimmed Placeholder values cleared No usable name (quarantined)
CLM-402986	CLM	Carolyn SJunk	2004-03-16	UHC-59025-32	—	9472 Desert Sky Blvd, Chandler, AZ, 85298	0.68	Street suffix standardised Address re-cased Placeholder values cleared No usable name (quarantined)
PRV-26388	PRV	SantiagoJunk	1972-01-21	—	2417300455	172 Jefferson Ave, Glendale, AZ, 85363	0.68	Phone reformatted State name converted to code Placeholder values cleared No usable name (quarantined)
CLM-405091	CLM	PJunk	1988-02-22	UHC-75396-89	—	4740 Forest Ave, Sacramento, CA	0.68	ZIP missing Whitespace trimmed Placeholder values cleared No usable name (quarantined)
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)
CLM-426721	CLM	GeorgeJunk	—	—	7047922841	—	0.68	Date of birth missing Phone reformatted Placeholder values cleared 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-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-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)
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)

340 rows, page 5 of 7Previous Next