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

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-410455	CLM	Patrick H Sanchez	1955-04-09	—	2199865988	8588 Church St, Dallas, TX, 75215	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-432741	CLM	Barbara Marquez	2002-02-02	UHC-40992-91	4175518662	9446 Hillcrest Rd, San Diego, CA, 92193	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-421780	CLM	Kyle Burs	1946-02-23	UHC-52612-93	—	7723 Hillcrest Rd, Tucson, AZ, 85725	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-102594	ENR	Santiago X Ruiz	—	UHC-24348-69	5946875549	7526 Union St, Miami, FL	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
CLM-420752	CLM	Mariana I Arnold	1967-07-07	—	—	495 Meadow Ln, Austin, TX, 78761	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-137306	ENR	Shirley Y Gordon	—	UHC-16318-59	3555738550	734 Park Pl, Los Angeles, CA, 90082	0.48	Date of birth unreadable Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-431586	CLM	Marilyn G Dominguez	1991-04-14	UHC-83227-42	—	6157 Camelback Rd, Fresno, CA, 93745	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-120778	ENR	Melissa E James	2004-12-15	UHC-20496-59	—	5275 Church St, Los Angeles, CA, 90086	0.48	SSN last four extracted Street suffix standardised Address re-cased City re-cased+4 more
ENR-122616	ENR	Shirley Bennett	—	UHC-38488-53	3919141801	8915 Canyon Rd, Plano, TX, 75024	0.48	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118784	ENR	Paul D Collins	—	UHC-68079-95	7705465499	2464 Central Ave, San Diego, CA, 92124	0.48	Date of birth unreadable Phone reformatted City re-cased State code upper-cased+4 more
ENR-142407	ENR	Austin Mitchell	1991-12-18	UHC-30117-53	6364475533	8198 Lake View Rd, Minneapolis, MN, 55450	0.48	Name re-cased Street suffix standardised Address re-cased State code upper-cased+4 more
PRV-27444	PRV	Jonathan Dixon	1985-03-13	UHC-49534-89	7266920868	6319 Ridge Rd, Minneapolis, MN, 55411	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-403474	CLM	Ktahryn Piarce	1939-02-21	UHC-95401-16	—	9528 Washington St, Tampa, FL	0.48	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
CLM-416381	CLM	Joshua Gibson	1945-05-01	UHC-44042-29	9446388631	5857 Oak St, Nashville, TN	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-126606	ENR	Beverly I Baker	1997-08-08	UHC-69779-08	—	5700 Maple Ave # 597, Atlanta, GA	0.48	Name re-cased Date of birth reformatted Unit split from street City re-cased+4 more
ENR-125551	ENR	Ethan A Wilson	2008-04-09	UHC-71543-29	6583609723	9614 Sunset Blvd, Austin, TX, 78714	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133825	ENR	Richard Alvarez	1952-08-20	—	2852452763	7885 Sunset Blvd, Phoenix, AZ, 85080	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-109839	ENR	Donald D Watkins	1974-01-14	UHC-53110-97	2365744188	7620 Main St # 488, Houston, TX, 77082	0.48	Phone reformatted Unit split from street 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
TPA-50134	TPA	Charles Palmer	1994-02-11	—	2783139745	6887 Valley View Dr, Columbus, OH, 43259	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-105038	ENR	Timothy P Reed	1952-01-06	UHC-12264-39	—	6718 Lincoln Way, Miami, FL, 33103	0.48	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+4 more
CLM-421146	CLM	Maria Hoffman	2000-05-27	UHC-58570-09	—	6203 Indian School Rd, Tampa, FL, 33658	0.48	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-423199	CLM	Sara Wallace	1970-10-27	UHC-48359-67	6659671601	298 Ridge Rd Apt 25, Minneapolis, MN, 55471	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-422095	CLM	—Junk	1967-09-18	UHC-42415-03	5355054321	8889 Bayshore Dr, Dallas, TX, 75201	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136662	ENR	Jeffrey B Hunter	1974-07-13	UHC-42787-34	3704064362	3234 Sage Ct, San Diego, CA, 92176	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132323	ENR	Scott M Singh	—	UHC-17288-43	7792045030	1717 Hillcrest Rd, Sacramento, CA, 95833	0.48	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112201	ENR	Daniel T Pena	1978-06-28	UHC-03725-43	2566990956	9596 Meadow Ln, Los Angeles, CA, 90035	0.48	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59983	TPA	Roger Ortega	1939-04-19	UHC-44775-27	—	9312 Market St # 328, Jacksonville, FL, 32210	0.48	Phone missing area code Unit split from street Street suffix standardised Address re-cased+4 more
ENR-108991	ENR	Ferguson Jonatahn	1945-06-13	UHC-93124-89	8737158504	8474 River Rd, San Diego, CA, 92190	0.48	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+4 more
CLM-400208	CLM	Maria Martin	1991-05-20	UHC-36744-15	8536854230	5568 Indian School Rd, Phoenix, AZ	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-418380	CLM	Gloria Johnston	—	UHC-03301-51	—	2654 Maple Ave, Orlando, FL, 32863	0.48	Date of birth missing Street suffix standardised Address re-cased State code upper-cased+4 more
ENR-130377	ENR	Sarah T Long	1977-08-16	UHC-37791-64	6186273911	2128 Ocean Ave, Nashville, TN, 37284	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-64284	TPA	Jose Banks	1997-11-05	—	—	5571 Main St, Dallas, TX, 75275	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-106648	ENR	David Lynch	1973-03-08	UHC-33248-89	3677903060	8297 Forest Ave, Tampa, FL	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-405249	CLM	Kathryn T Lawson	1984-08-08	UHC-85546-13	—	6848 Harbor Blvd, Phoenix, AZ, 85001	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-27076	PRV	Karen N Harrison	1987-01-26	—	8458765434	718 Canyon Rd, Jacksonville, FL, 32207	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-424685	CLM	Johnson Teresa	—	UHC-93030-14	2097641862	3273 Washington St, Austin, TX, 78701	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-51408	TPA	Richard Henry	1978-06-16	—	8482959786	7513 Spring St, Atlanta, GA	0.48	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+4 more
ENR-122884	ENR	Shirley Griffin	2008-09-22	UHC-80810-02	—	3836 Oak St, Denver, CO, 80262	0.48	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-416814	CLM	Lori J Cruz	1990-04-25	UHC-87156-17	—	6582 Sage Ct # 449, Eden Prairie, MN, 55387	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
TPA-63048	TPA	Betty Marshall	1957-11-08	UHC-98142-18	9419199010	9766 Mesa Dr Apt 31, Gilbert, AZ, 85212	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-127720	ENR	Dennis Park	1948-06-15	UHC-17765-89	6239833077	5191 Ocean Ave, Charlotte, NC	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-111793	ENR	Eric L Wang	1977-04-02	UHC-97768-39	5195675536	2983 Hillcrest Rd, Los Angeles, CA, 90091	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132615	ENR	Carol D Ward	1967-07-14	UHC-25200-11	3118217243	8635 Palm Dr, Las Vegas, NV, 89159	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-108638	ENR	Rachel Rivera	1971-02-24	UHC-18995-25	—	5236 Oak St, Charlotte, NC	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-109813	ENR	Mason Ramirez	1964-05-03	UHC-58089-01	—	3165 Spring St, Fresno, CA, 93769	0.48	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
TPA-56597	TPA	Willie Butler	1959-10-24	—	—	1562 Central Ave Apt 17, Mesa, AZ, 85215	0.48	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-126821	ENR	Jesse Thomas	1968-01-15	UHC-48971-29	3866148478	1706 Valley View Dr, Miami, FL, 33168	0.48	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-428452	CLM	Mateo Park	2002-04-13	UHC-21681-06	8743547087	5295 River Rd, Denver, CO	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more

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