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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108312	ENR	Kayla P Dunn	1977-12-24	UHC-36255-45	8398823725	4401 Ridge Rd, Los Angeles, CA, 90082	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-22695	PRV	Jack W Delgado	1978-12-01	—	—	928 Harbor Blvd, Tucson, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-140172	ENR	Carllos VJunk	—	UHC-94418-35	5712461345	5865 Mountain View Dr, Eden Prairie, MN, 55376	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-122701	ENR	Jonathan B Lewis	1977-06-05	UHC-77740-31	5372591565	7165 Main St, Eden Prairie, MN	0.64	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
CLM-432742	CLM	Joan Weber	1973-06-08	UHC-20455-78	—	9509 Park Pl, San Diego, CA, 92153	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-124508	ENR	Denniis Tran	2002-06-18	UHC-56298-27	5114924669	2865 Highland Ave, Phoenix, AZ, 85088	0.64	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
TPA-56986	TPA	Nancy Hansen	1986-12-04	—	8629522455	2091 Ridge Rd, Minneapolis, MN, 55420	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129308	ENR	Arjun L Hughes	1992-06-19	UHC-93331-57	2946077681	7089 Camelback Rd, Austin, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53434	TPA	Gloria Guerrero	1981-09-15	—	—	8067 Apache Blvd, Tucson, AZ, 85791	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-132492	ENR	Raymond Torrees	1938-10-14	UHC-47228-86	—	3104 Desert Sky Blvd, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-27952	PRV	Pirya Little	1949-11-22	—	7528168242	9710 Desert Sky Blvd, Columbus, OH, 43213	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414645	CLM	Brittany Harvey	1969-03-05	—	—	862 Willow Ct, Tempe, AZ, 85248	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-132446	ENR	Gerald Burns	1959-06-14	UHC-01240-20	2829817348	7906 Palm Dr, Houston, TX, 77047	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124914	ENR	Roger McCoy	1956-03-28	UHC-70811-25	7232984610	8213 Ocean Ave, San Antonio, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-140676	ENR	Gregory Wagner	1954-11-15	UHC-65090-67	2355182610	8662 Sunset Blvd, Tucson, AZ, 85708	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410185	CLM	Saarh D Crawford	—	—	7438850092	1934 River Rd, Eden Prairie, MN	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP missing+2 more
CLM-403227	CLM	Yuki Richardson	1982-02-08	UHC-64259-10	6144330688	2434 Forest Ave, Eden Prairie, MN, 55340	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412351	CLM	Harold Rogers	2005-10-15	UHC-54307-35	—	955 Lake View Rd, Eden Prairie, MN, 55301	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-412350	CLM	Harold Rogers	2005-10-15	UHC-54307-35	—	955 Lake View Rd, Eden Prairie, MN, 55301	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-24903	PRV	Alexander Perkins	—	UHC-60662-97	7164336395	26 Camelback Rd, Plano, TX, 75058	0.64	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+2 more
CLM-404902	CLM	Gerald Cox	1971-10-05	UHC-87483-13	—	5111 Canyon Rd, Plano, TX, 75044	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-57149	TPA	Joyce Black	2005-08-22	—	—	9734 Park Pl, Eden Prairie, MN, 55360	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-101876	ENR	Dylan Stewart	1972-07-12	UHC-95616-14	7909925023	527 Central Ave # 382, Chandler, AZ, 85229	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-114986	ENR	Ahmed Kelly	1938-03-15	UHC-46484-37	3582293492	7320 Forest Ave, Minneapolis, MN, 55471	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119397	ENR	Lori Jones	1964-11-17	UHC-48852-57	8696786494	7860 Mesa Dr, Atlanta, GA, 30367	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-119810	ENR	Mei SJunk	1985-04-19	UHC-52374-70	9858983921	2393 Cedar Ln, Nashville, TN, 37212	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-50281	TPA	Harold McDonald	2006-09-18	—	—	1397 Bayshore Dr, Orlando, FL	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-120661	ENR	Charlotte Edwards	1957-08-28	UHC-40823-79	4816309695	2399 Pine Dr, Gilbert, AZ, 85291	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428171	CLM	Megan Prez	1984-12-22	UHC-14015-28	4484811664	1460 Bayshore Dr, Miami, FL, 33161	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-429169	CLM	Keith Murphy	2002-11-25	UHC-50394-87	7234990871	7738 Central Ave, Las Vegas, NV, 89169	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406236	CLM	Sharon Hanson	2000-07-07	—	—	33 River Rd, Sacramento, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-103242	ENR	Anthony J Chen	1999-12-01	UHC-39314-93	—	8278 Desert Sky Blvd, Austin, TX, 78749	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-116396	ENR	Samuel U Mendoza	1960-09-17	UHC-57129-50	5202192748	508 Washington St, Tempe, AZ, 85283	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112605	ENR	Linda E Parker	1947-11-06	UHC-76252-18	9578532982	5542 Sunset Blvd, Minneapolis, MN, 55455	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408966	CLM	Logan M Carpenter	—	UHC-56149-76	—	7199 Bayshore Dr, Austin, TX, 78766	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-132770	ENR	Amy Q Simpson	1969-02-17	UHC-73157-40	—	8176 Bayshore Dr, Las Vegas, NV, 89144	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
CLM-403426	CLM	Jessica Burns	2007-05-20	UHC-28147-73	4863633735	8189 Sage Ct, Seattle, WA, 98114	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416182	CLM	David Davis	1948-04-05	UHC-44621-94	—	5233 Maple Ave, Mesa, AZ, 85203	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-103790	ENR	James F Reid	2008-10-13	UHC-04022-72	8103721681	5685 Sage Ct, Scottsdale, AZ, 85269	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106724	ENR	Hannah U Burke	1957-05-28	UHC-89677-50	6138132791	3542 Bayshore Dr, Tucson, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128483	ENR	Ramirez Jean	2005-03-05	UHC-02634-12	—	6452 Pine Dr, Houston, TX, 77072	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-60816	TPA	Pamela Armstrong	1974-10-10	UHC-77233-16	—	2114 Jefferson Ave, Plano, TX, 75041	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21419	PRV	Mary Obrien	1951-01-03	—	—	6414 Valley View Dr, Plano, TX, 75074	0.64	Name split from “Last, First”Name re-cased Street suffix standardised Address re-cased+2 more
ENR-128611	ENR	Ralph G Pierce	—	UHC-06360-93	2376351761	313 Meadow Ln, Charlotte, NC, 28226	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-126594	ENR	Lawrence N Welch	1975-10-15	UHC-78016-26	4765231544	124 Forest Ave, Tucson, AZ, 85730	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-432190	CLM	Doris Obrien	1973-11-11	—	—	8287 Grand Ave, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-28778	PRV	Jack Pierce	—	UHC-70363-83	—	8375 Spring St, Eden Prairie, MN, 55337	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-134245	ENR	Amanda Lawwson	1970-05-26	UHC-41813-77	5695892242	2019 Highland Ave, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-20482	PRV	James Russell	—	—	2465600484	8345 Church St, Denver, CO, 80283	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-127008	ENR	Yuki U Aguilar	1948-08-07	UHC-15243-44	2806802898	1365 Ridge Rd, Los Angeles, CA, 90076	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

39,996 rows, page 184 of 800Previous Next