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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20376	PRV	Denise Walker	1955-11-04	UHC-80410-94	2298167821	8205 Baseline Rd, Jacksonville, FL, 32273	0.48	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
ENR-118359	ENR	Joe Wright	1992-06-04	UHC-08635-40	6875965982	907 Apache Blvd, Gilbert, AZ, 85291	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133879	ENR	Harper K Philip	1963-02-22	UHC-80108-67	6875732299	3956 Bayshore Dr, Orlando, FL, 32854	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-409582	CLM	Jennifer Riley	1988-04-14	—	—	4639 Baseline Rd, Jacksonville, FL, 32286	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-112945	ENR	Olivia Tran	1980-03-18	UHC-76853-38	—	3305 Indian School Rd, Mesa, AZ, 85293	0.48	Street suffix standardised Address re-cased State name converted to code Email lower-cased+4 more
ENR-141527	ENR	Lauren Ramirez	1948-08-16	UHC-84759-98	3914486285	3078 Lincoln Way # 726, San Antonio, TX, 78217	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-131921	ENR	Dorothy Harvey	—	UHC-41546-10	—	4150 Apache Blvd, Glendale, AZ, 85322	0.48	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+4 more
ENR-101784	ENR	Gabriel P Robertson	1946-05-09	UHC-65311-64	9883776570	5918 Mountain View Dr Apt 32, Glendale, AZ, 85335	0.48	Date of birth reformatted Member ID reformatted SSN last four extracted Unit split from street+4 more
ENR-104340	ENR	Paul Little	1984-11-06	UHC-44878-82	2127981973	3698 Bayshore Dr, Los Angeles, CA, 90010	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-137251	ENR	Aaron Gonzalez	1962-11-03	UHC-18772-45	2538912028	9680 Mountain View Dr, Seattle, WA, 98103	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-406213	CLM	Maria E Little	1969-04-02	UHC-16279-83	—	1839 Apache Blvd, Columbus, OH, 43238	0.48	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
CLM-409856	CLM	Eric Fisher	1942-10-10	UHC-76932-93	—	799 Lake View Rd, Chandler, AZ, 85244	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-401868	CLM	Nicholas K Andrews	1985-11-19	—	—	4409 Lincoln Way, Dallas, TX	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-401869	CLM	Nicholas K Andrews	1985-11-19	—	—	4409 Lincoln Way, Dallas, TX	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-130966	ENR	Abigail F Vazquez	—	UHC-89341-24	3833353453	6140 Pine Dr, Austin, TX, 78747	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-108449	ENR	Wei E Nelson	1998-12-11	UHC-33550-60	9702606900	139 Main St, Minneapolis, MN, 55488	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22922	PRV	Sharon Ellis	1982-09-20	—	9364427562	8570 Maple Ave, Phoenix, AZ, 85085	0.48	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
ENR-134047	ENR	David C Jacobs	1999-01-03	UHC-26875-93	2904286809	9035 Central Ave Apt 5, Seattle, WA, 98193	0.48	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-125047	ENR	Kyle Tran	—	UHC-53619-59	4514110427	4149 Willow Ct, Eden Prairie, MN, 55321	0.48	Name re-cased Date of birth missing Member ID reformatted Street suffix standardised+4 more
ENR-109605	ENR	Victoria Reyes	1996-12-06	UHC-54437-63	—	3615 Valley View Dr, Miami, FL, 33107	0.48	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+4 more
ENR-136634	ENR	Isabella Robertson	1988-01-02	UHC-25638-63	3447784951	4127 Lake View Rd # 279, San Diego, CA	0.48	Name re-cased Phone reformatted Unit split from street ZIP missing+4 more
ENR-141526	ENR	Sharon I Ferguson	1959-06-22	UHC-64402-07	8356886134	4479 Ocean Ave, Columbus, OH, 43204	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124290	ENR	Patricia P Bennett	1940-07-21	UHC-77422-61	4983143138	8570 Valley View Dr, San Diego, CA, 92131	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138449	ENR	Dorothy H Fowler	2003-08-04	UHC-66322-93	4797761106	1971 Ridge Rd, Los Angeles, CA, 90002	0.48	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+4 more
ENR-138450	ENR	Dorothy H Fowler	2003-08-04	UHC-66322-93	4797761106	1971 Ridge Rd, Los Angeles, CA, 90002	0.48	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+4 more
ENR-128799	ENR	Carol X Webb	1993-12-23	UHC-87566-86	4518603749	2396 Washington St # 929, Chandler, AZ, 85235	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-104311	ENR	Scott Barnes	1999-01-19	UHC-33275-94	6877396692	8037 Forest Ave, Chandler, AZ, 85280	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-102246	ENR	Christian S Roobinson	1950-02-06	UHC-15823-84	9075772501	4202 Grand Ave, Denver, CO, 80293	0.48	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-129487	ENR	Judy Z Foster	2002-03-24	UHC-43426-86	3396578993	638 Harbor Blvd, Minneapolis, MN	0.48	Phone reformatted Street suffix standardised Address re-cased ZIP missing+4 more
CLM-421517	CLM	Dylan Burns	1947-12-02	UHC-47416-37	7704238373	8794 Harbor Blvd, Nashville, TN, 37273	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100353	ENR	Sara G Obrien	1909-10-09	UHC-90658-18	—	8262 Elm St, Minneapolis, MN, 55408	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-103778	ENR	Kayla Thompson	1999-03-06	UHC-07497-43	4325795083	7048 Cedar Ln, Tucson, AZ, 85709	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-129787	ENR	Evelyn J Marshall	1991-07-27	UHC-36370-75	—	2509 Spring St, Atlanta, GA, 30321	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-116294	ENR	Brandon Munoz	—	UHC-58272-47	—	7696 Highland Ave, Tempe, AZ, 85265	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-130675	ENR	Ashley M Henry	1965-12-15	UHC-55793-41	3019232575	8367 Church St, Atlanta, GA	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-430538	CLM	Dennis F Watson	1960-02-18	UHC-66816-88	—	3612 Highland Ave # 335, Chandler, AZ, 85226	0.48	Name split from “Last, First”Date of birth reformatted Phone missing area code Member ID reformatted+4 more
ENR-108141	ENR	Maria Hamilton	1966-11-20	UHC-70067-31	5245291148	3558 Ocean Ave # 808, Sacramento, CA, 95843	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-61208	TPA	Jeremy C Cruz	1964-04-15	—	5404480026	9297 Mountain View Dr, Tempe, AZ, 85299	0.48	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
CLM-416363	CLM	Omar Meidna	1955-05-19	UHC-37490-97	—	3433 Meadow Ln, Orlando, FL, 32854	0.48	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
CLM-408317	CLM	Aaron Murphy	1951-03-16	UHC-20453-66	—	8883 Canyon Rd # 127, Nashville, TN, 37236	0.48	Name re-cased Phone missing area code Unit split from street Street suffix standardised+4 more
CLM-403486	CLM	Megaan Y Jenkins	1988-07-16	UHC-29869-80	9145677518	9484 River Rd, Gilbert, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-132607	ENR	Joan U Garcia	1956-02-10	UHC-53327-82	—	5420 Market St, Eden Prairie, MN, 55374	0.48	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-126663	ENR	Stephanie Lee	1958-09-17	UHC-99580-25	—	5666 Lake View Rd, Minneapolis, MN, 55423	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-142406	ENR	Diane P Perkins	1983-03-17	UHC-00538-27	5653158527	4580 Hillcrest Rd, Glendale, AZ	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-130695	ENR	Donna G Holmes	1958-03-17	UHC-94194-30	6802240241	8953 Main St, Glendale, AZ, 85308	0.48	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
CLM-417501	CLM	Justin Reyes	1963-09-22	—	—	4889 Spring St, Glendale, AZ, 85337	0.48	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-142916	ENR	Bruce Tran	1939-06-10	UHC-11511-51	—	8766 Apache Blvd, Orlando, FL, 32876	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-116559	ENR	Lisa Myers	1975-08-10	UHC-30198-60	5092883210	6220 Willow Ct, Fresno, CA	0.48	Member ID reformatted State name converted to code ZIP missing Email lower-cased+4 more
TPA-53415	TPA	Karen Y Dean	—	—	—	8850 Ocean Ave, Denver, CO, 80204	0.48	Name re-cased Date of birth missing City re-cased ZIP+4 trimmed+4 more
CLM-402869	CLM	Jennifer Phillips	—	UHC-74884-63	2782826784	338 Main St, Jacksonville, FL, 32268	0.48	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+4 more

3,278 rows, page 4 of 66Previous Next