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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60886	TPA	Alna Dminguez	1990-07-24	UHC-26620-07	2643157691	690 Valley View Dr, Houston, TX, 77006	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
TPA-56863	TPA	Theresa Young	1940-01-10	—	—	97 Broadway, Sacramento, CA, 95843	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
TPA-51290	TPA	Arjun Turner	1984-09-08	—	7696717981	8735 Valley View Dr, Phoenix, AZ, 85067	0.78	Name split from “Last, First”Phone reformatted City re-cased State code upper-cased+1 more
TPA-52328	TPA	Diana Hill	1999-04-05	—	—	3644 Sunset Blvd, Atlanta, GA, 30364	0.78	Name split from “Last, First”State code upper-cased Email lower-cased Whitespace trimmed+1 more
TPA-63822	TPA	Roy U Ortiz	1995-04-07	UHC-61154-15	7566682215	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-50185	TPA	Ashley Thomas	1966-01-12	—	3126167284	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-58384	TPA	Kevin Wheeler	1946-04-21	—	—	6231 Broadway, Plano, TX, 75022	0.78	Name split from “Last, First”Date of birth reformatted Address re-cased City re-cased+1 more
TPA-61033	TPA	Mei Baileey	1966-11-09	UHC-36377-34	5165565888	1353 Desert Sky Blvd, Tampa, FL, 33632	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-55051	TPA	Eric Butler	1965-07-03	—	—	8200 Maple Ave, San Antonio, TX, 78217	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-53273	TPA	Caarolyn M Palmer	2004-08-19	—	7285629177	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-55632	TPA	Camila Baker	1946-03-09	—	9009578885	815 Ocean Ave, Las Vegas, NV, 89195	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
TPA-54174	TPA	William Cook	1987-08-04	—	2865790529	—	0.78	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
TPA-63140	TPA	Lauren Franklin	1954-12-22	—	—	—	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
TPA-61371	TPA	James Parekr	2002-05-11	—	2253883390	8408 Canyon Rd, Phoenix, AZ, 85040	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-52359	TPA	Wayne Cunningham	1948-05-12	—	7164198484	6837 Cedar Ln, San Antonio, TX, 78261	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-56471	TPA	Mariana Luna	1951-12-20	—	9105622104	9580 Bayshore Dr, Minneapolis, MN, 55438	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-63244	TPA	Timothy Gilbert	1968-03-10	—	3695012841	7975 Camelback Rd, Nashville, TN, 37228	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
TPA-59302	TPA	Dorothy Riley	1986-06-31	—	8559264082	—	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-62492	TPA	Valentian Lewis	1950-08-06	—	5756512585	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-50236	TPA	Brian Vargas	1977-11-09	—	3572251032	5424 Lincoln Way, Tucson, AZ, 85717	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-57776	TPA	Jason Garrett	1978-04-08	—	6574036234	7286 Baseline Rd, Phoenix, AZ, 85081	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-53054	TPA	Dorothy Rios	1993-07-17	UHC-82073-07	—	963 Canyon Rd, Mesa, AZ, 85236	0.78	Name split from “Last, First”Member ID reformatted City re-cased Whitespace trimmed+1 more
TPA-57300	TPA	Logan Bailey	2001-10-07	—	2186812804	4259 Indian School Rd, Minneapolis, MN, 55413	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-57519	TPA	Lawrence Greene	1988-01-10	—	2909195527	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-57586	TPA	Hannh Lucas	1986-12-09	UHC-54951-70	7145655361	—	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
TPA-52457	TPA	Melissa Alexander	2002-05-27	—	2609990922	6643 Broadway, Scottsdale, AZ, 85233	0.78	Name split from “Last, First”Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-61673	TPA	Kevin Rios	1985-03-20	—	2482016127	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-50385	TPA	Crl Obrien	1976-10-12	—	—	—	0.78	Name split from “Last, First”Name re-cased Date of birth reformatted Whitespace trimmed+1 more
TPA-57249	TPA	Billy Jackson	1951-06-13	—	8286326178	9686 Hillcrest Rd, Jacksonville, FL, 32258	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
TPA-52227	TPA	Nathan Jacobs	1946-07-04	—	—	3405 Pine Dr, Seattle, WA, 98114	0.78	Name split from “Last, First”Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
TPA-52226	TPA	Nathan Jacobs	1946-07-04	—	—	3405 Pine Dr, Seattle, WA, 98114	0.78	Name split from “Last, First”Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
TPA-60947	TPA	Amy Oliver	1964-04-19	—	7425585921	6412 Meadow Ln, Columbus, OH, 43278	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-52079	TPA	Katherine Knight	2001-03-26	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-55094	TPA	Alice Harrison	1996-04-08	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-62352	TPA	Ruth X Jacobs	2004-07-10	—	5176505849	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-61634	TPA	Eugene Grant	1972-01-10	—	2748187226	3969 Palm Dr, Eden Prairie, MN, 55395	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-60964	TPA	Maria Weaver	1980-05-17	—	4365975469	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-57225	TPA	Lori Lee	1943-09-07	—	—	7843 Sunset Blvd, Scottsdale, AZ, 85261	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
TPA-61792	TPA	Kelly Richardson	1957-03-09	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-58780	TPA	John Mendez	1971-06-11	—	—	4815 Pine Dr, Chandler, AZ, 85280	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59734	TPA	Emily Fuller	1986-02-02	—	—	5531 Baseline Rd, Tampa, FL, 33671	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-54507	TPA	Jessica M Soto	1971-04-14	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Plan code upper-cased Placeholder values cleared
TPA-62324	TPA	Mary Herrrera	1973-03-20	—	—	7943 Palm Dr, Houston, TX, 77040	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
TPA-63627	TPA	Matthew Cox	1952-01-15	—	8509834923	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-50019	TPA	Jeeremy Franklin	1974-09-25	UHC-69691-36	7618885265	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-50162	TPA	Katherine Payne	1945-07-05	—	3453147322	352 Meadow Ln, Miami, FL, 33191	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-50269	TPA	Katherine Spencer	1941-12-05	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-63763	TPA	Jose Ellis	1963-01-01	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-62367	TPA	Elizabeth Gray	1958-06-25	—	9767537265	3136 Sunset Blvd, Minneapolis, MN, 55488	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-57032	TPA	Rachel Coleman	1981-12-28	—	6609535067	93 Ocean Ave, Jacksonville, FL, 32262	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared

1,488 rows, page 23 of 30Previous Next