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

Third-party administrator, flag “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-51383	TPA	Vincent Brooks	1946-11-09	—	—	1195 Ridge Rd, Eden Prairie, MN, 55300	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
TPA-60931	TPA	Marucs Griffin	1955-02-22	—	—	6506 Spring St, Phoenix, AZ	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-64015	TPA	William Rodriguez	1993-05-23	UHC-66982-37	—	2554 Market St, Columbus, OH, 43296	0.50	Name split from “Last, First”Member ID reformatted SSN last four extracted Street suffix standardised+3 more
TPA-50080	TPA	Albert Mongomery	1971-02-03	—	—	7534 Cedar Ln, Glendale, AZ	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
TPA-50243	TPA	Bryan Valdez	1986-09-17	—	—	5624 Canyon Rd, Columbus, OH, 43273	0.50	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-62301	TPA	Timothy Parker	1997-01-11	—	3266379772	8235 Market St, Eden Prairie, MN, 55368	0.52	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-52470	TPA	Larry Jackson	1943-03-16	UHC-86916-41	9178940301	9602 Church St, Seattle, WA, 98124	0.52	Phone reformatted SSN last four extracted ZIP+4 trimmed Gender normalised+2 more
TPA-63482	TPA	Rachel Turner	1990-04-03	—	2126527212	2262 Apache Blvd, Phoenix, AZ, 85045	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
TPA-62213	TPA	Tyler Z Sanders	1994-01-19	—	6497244073	1664 Forest Ave, Minneapolis, MN, 55456	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-62780	TPA	Mark Wang	1989-10-27	—	9354879405	1548 River Rd Apt 28, Tempe, AZ, 85235	0.52	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
TPA-57275	TPA	Margaret Tucker	1993-08-05	—	—	3606 Mesa Dr, San Diego, CA, 92146	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-50620	TPA	Sophia Pierce	1973-09-23	—	4766693777	6744 Desert Sky Blvd # 732, Glendale, AZ, 85382	0.52	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
TPA-51660	TPA	Doris Matthews	1944-07-09	—	—	8753 Pine Dr, Orlando, FL, 32880	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-52827	TPA	Mason Litle	1947-02-26	—	—	840 Market St, Gilbert, AZ, 85204	0.52	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-52868	TPA	Linda Myers	1975-11-06	—	2465836521	8146 Church St, Phoenix, AZ, 85039	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-61166	TPA	Deborha Owens	1969-09-28	—	—	7234 Highland Ave, Fresno, CA, 93721	0.52	SSN last four extracted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-58524	TPA	Marcus Boyd	1980-03-05	—	8852331451	8120 Central Ave Apt 2, Las Vegas, NV, 89144	0.52	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
TPA-58073	TPA	Denise Ward	1959-07-06	—	—	8358 Lake View Rd, Miami, FL, 33113	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-60905	TPA	Dylan F Parker	1988-11-15	—	—	539 Harbor Blvd, San Diego, CA, 92160	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-55698	TPA	Ruth W Payne	1977-11-16	—	6968055688	6794 Church St, Jacksonville, FL, 32290	0.52	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
TPA-58244	TPA	Maia B Gonzales	—	—	4833381608	6725 Bayshore Dr, Glendale, AZ, 85330	0.52	Date of birth unreadable Phone reformatted SSN last four extracted Street suffix standardised+2 more
TPA-54566	TPA	Michelle Cunningham	2007-07-25	—	—	1038 Main St # 290, Gilbert, AZ, 85250	0.52	SSN last four extracted Unit split from street City re-cased ZIP+4 trimmed+2 more
TPA-53716	TPA	Brenda Garrett	1984-09-28	—	—	—	0.54	Name re-cased Phone missing area code SSN last four extracted Gender normalised+1 more
TPA-58438	TPA	Rebecca Williams	1980-04-20	—	—	1967 Union St, Charlotte, NC, 28278	0.54	Name re-cased SSN last four extracted State name converted to code ZIP+4 trimmed+1 more
TPA-55752	TPA	Kathryn Moreno	1988-12-02	—	5587599229	9188 Grand Ave, Columbus, OH, 43239	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
TPA-50817	TPA	Lucia Z Campbell	1947-06-23	—	—	3984 Broadway, Glendale, AZ, 85382	0.54	Name split from “Last, First”SSN last four extracted Gender normalised Whitespace trimmed+1 more
TPA-57752	TPA	Alexanedr O Williams	1964-05-18	—	3415249761	9121 Lincoln Way, Los Angeles, CA, 90058	0.56	Phone reformatted SSN last four extracted ZIP+4 trimmed Gender normalised
TPA-59304	TPA	Elijah Carlson	1990-07-25	—	—	7199 Broadway Apt 31, Miami, FL, 33181	0.60	Date of birth reformatted SSN last four extracted Unit split from street Address re-cased+4 more
TPA-51517	TPA	David Parker	1972-06-19	UHC-27308-03	5973174400	3490 Church St, Seattle, WA, 98126	0.60	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+4 more
TPA-56654	TPA	Fatima Ford	1992-05-16	—	5052185478	4477 Maple Ave, San Diego, CA, 92134	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
TPA-51019	TPA	Mei Robinson	1985-01-21	—	9764485448	197 Hillcrest Rd, Gilbert, AZ, 85216	0.60	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
TPA-50384	TPA	Albert Hanson	1940-03-10	—	—	7146 Central Ave, Seattle, WA, 98191	0.60	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
TPA-61593	TPA	Martha Marquez	1964-06-05	—	7047738091	2207 Central Ave, Tempe, AZ, 85266	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
TPA-51810	TPA	Ryan Mendez	1969-06-26	—	8965994565	2216 Lake View Rd, Fresno, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
TPA-60329	TPA	Diego Fields	1958-05-17	—	8506646040	7626 Union St, Los Angeles, CA, 90092	0.62	Date of birth reformatted SSN last four extracted City re-cased Email lower-cased+3 more
TPA-63238	TPA	Martha Hunter	1960-05-25	—	2027052652	5179 Ridge Rd, Nashville, TN, 37216	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
TPA-53229	TPA	George Mrphy	1998-10-14	—	—	2791 Elm St, Fresno, CA, 93778	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
TPA-52485	TPA	David Burns	1963-09-17	—	—	7628 Desert Sky Blvd, Scottsdale, AZ, 85254	0.62	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-54752	TPA	Eric Lane	1948-11-21	—	5986373246	1483 Meadow Ln, Fresno, CA, 93756	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
TPA-55627	TPA	Peter Salazar	1985-08-06	—	—	624 Grand Ave, Dallas, TX, 75246	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
TPA-56973	TPA	Charles Ray	1951-09-17	—	—	8897 Ridge Rd, Nashville, TN, 37227	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
TPA-56334	TPA	Wei Castillo	1960-11-18	—	—	2397 Willow Ct, Eden Prairie, MN, 55392	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-57685	TPA	Ralph Yang	1950-10-02	—	8738964927	4177 Sunset Blvd, Tucson, AZ, 85770	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-60545	TPA	Jason Burns	1975-12-26	—	—	5434 Camelback Rd, Eden Prairie, MN, 55310	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-59241	TPA	George Estrada	1950-05-27	—	6503148876	—	0.64	Name re-cased Date of birth reformatted SSN last four extracted Gender normalised+2 more
TPA-62067	TPA	Mark Montgomery	1969-05-01	—	3624278460	5341 Canyon Rd, Miami, FL, 33105	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
TPA-54068	TPA	Sophia O Cunningham	1973-05-01	—	9494144183	3898 Sunset Blvd, Seattle, WA, 98150	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-61876	TPA	Philip Johnston	1966-07-26	—	—	9556 River Rd, Tucson, AZ, 85789	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-57478	TPA	Albert Nelson	1942-10-10	—	5446530671	4813 Central Ave, Las Vegas, NV, 89140	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
TPA-50822	TPA	Richard Medina	1981-07-21	—	—	635 Washington St, Phoenix, AZ, 85084	0.64	Name re-cased Date of birth reformatted SSN last four extracted State name converted to code+2 more

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