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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-51620	TPA	Charles Bryaant	1941-02-14	—	3836539595	5600 Baseline Rd, San Antonio, TX, 78237	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-62101	TPA	Justin Ruiz	1980-04-22	—	2867171441	6445 Jefferson Ave, Austin, TX, 78715	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52402	TPA	Jessica Alexander	1973-06-17	—	—	5403 Jefferson Ave, Phoenix, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-52061	TPA	Carol Henderson	1948-10-16	UHC-17723-27	—	2661 Cedar Ln Apt 1, Los Angeles, CA, 90044	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61600	TPA	Ruth Dixon	—	—	—	4358 Park Pl, Glendale, AZ, 85349	0.64	Date of birth missing Street suffix standardised Address re-cased City re-cased+2 more
TPA-63405	TPA	Karen Mitchell	1949-09-02	—	—	5453 Spring St # 400, Los Angeles, CA, 90075	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-62444	TPA	Scott Li	2004-10-06	—	—	5197 Ocean Ave, Phoenix, AZ, 85086	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
TPA-53327	TPA	Betty Tucker	1958-07-15	—	—	3595 Central Ave, Tucson, AZ, 85789	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-50288	TPA	Mattheew Vega	1998-08-17	—	4834304551	4884 Desert Sky Blvd, Tucson, AZ, 85722	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59050	TPA	Melissa Reed	1984-05-20	—	3694919865	3282 Church St # 660, Los Angeles, CA, 90047	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56575	TPA	Donald Hamilton	1965-03-16	—	—	4473 Canyon Rd, Columbus, OH, 43291	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-57354	TPA	Jason Ray	1940-09-10	—	—	6764 Valley View Dr, Phoenix, AZ, 85028	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
TPA-59534	TPA	Philip Schmidt	2000-12-08	—	4006656162	5704 Bayshore Dr, Jacksonville, FL, 32280	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59863	TPA	Charles Q Medina	1965-05-16	—	—	8165 Sunset Blvd # 325, Houston, TX, 77091	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
TPA-63373	TPA	Patrick Robinson	1971-12-01	—	—	1715 Ridge Rd, Denver, CO, 80231	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57851	TPA	Jacob Schmidt	1969-03-25	—	5413923289	7946 Oak St, Columbus, OH, 43211	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-56936	TPA	Gabriel Hawkins	1949-12-22	—	8643419326	3579 Desert Sky Blvd, San Antonio, TX, 78217	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-59182	TPA	Sarah Morris	—	—	4496500273	4576 Harbor Blvd, Mesa, AZ, 85264	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55563	TPA	Dorothy Lawson	1996-03-21	—	4726217370	9381 Harbor Blvd, Scottsdale, AZ, 85215	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60843	TPA	Eugene Nichols	1980-03-11	—	2044201408	1911 Palm Dr, Phoenix, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62137	TPA	Jacqueline Bennett	1977-07-05	—	3159626158	5967 Washington St, Tempe, AZ, 85271	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-63978	TPA	Melissa Gray	1999-07-22	—	9107018468	720 Sunset Blvd, Eden Prairie, MN, 55319	0.64	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+2 more
TPA-58544	TPA	Richard Boyd	1957-09-01	—	8805923977	7982 Central Ave, Glendale, AZ, 85337	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-62474	TPA	Abby Murray	1972-02-02	—	5497566064	3973 Union St, Jacksonville, FL, 32200	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62307	TPA	Nancy Johnson	1982-09-21	—	—	5070 Mountain View Dr, Atlanta, GA, 30375	0.64	Name re-cased Date of birth reformatted State name converted to code Email lower-cased+2 more
TPA-52892	TPA	Joyce Hicks	1968-07-04	—	—	5364 Union St, Miami, FL, 33192	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-58656	TPA	Thomas F Smith	1987-09-18	UHC-95598-56	—	8313 Hillcrest Rd, Los Angeles, CA, 90031	0.66	State name converted to code Email lower-cased Gender normalised Whitespace trimmed+1 more
TPA-58964	TPA	Ruth Wagner	1979-05-09	—	—	4140 Baseline Rd Apt 18, Sacramento, CA, 95891	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-61390	TPA	Lucia Weaver	2000-08-24	—	—	4920 Lake View Rd, Columbus, OH, 43296	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-63481	TPA	Paul Chapman	1993-01-24	—	—	9135 Cedar Ln, Las Vegas, NV, 89141	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57987	TPA	Edward Fowler	2006-03-17	—	—	630 Lincoln Way, Glendale, AZ, 85356	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-54936	TPA	Lawrence Ray	—	—	3703101959	8789 Sunset Blvd, Miami, FL, 33159	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
TPA-51037	TPA	Terry Z Johnston	1948-11-09	UHC-45521-73	7623354194	5215 Highland Ave, Orlando, FL, 32887	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
TPA-63079	TPA	Marcus Russell	1975-05-12	—	7084628688	3158 Jefferson Ave, Tampa, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-53038	TPA	Betty Stewart	1963-09-14	—	—	468 Highland Ave, Columbus, OH, 43208	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-53422	TPA	Steven Jones	1987-01-21	—	—	8824 Main St, Tempe, AZ, 85261	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-57102	TPA	Pamela Ruiz	1973-02-23	—	—	383 Meadow Ln, Charlotte, NC, 28235	0.66	City re-cased State code upper-cased ZIP+4 trimmed Gender normalised+1 more
TPA-63963	TPA	Carolyn Flores	1964-05-16	—	—	2384 Apache Blvd, Los Angeles, CA, 90037	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56419	TPA	Omar Le	1980-03-23	—	—	9880 Canyon Rd, Charlotte, NC, 28206	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64264	TPA	Judith Sanddoval	1983-09-26	—	—	5058 Lake View Rd, Charlotte, NC, 28204	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-50379	TPA	Grace Little	1972-02-06	—	—	4309 Spring St, Scottsdale, AZ, 85229	0.66	Date of birth reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
TPA-60266	TPA	Omar Ortiz	1956-02-23	—	—	2029 Ridge Rd, Nashville, TN, 37239	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-63729	TPA	Sharon Lewis	1982-06-20	—	9035266511	7383 Central Ave, Houston, TX, 77018	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-54210	TPA	Justin Garza	1950-05-24	UHC-03693-68	—	3979 Park Pl, Columbus, OH, 43216	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52433	TPA	Kelly Stevens	1958-08-25	—	—	8166 Ocean Ave, Houston, TX, 77006	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-54856	TPA	Carl Thompson	1958-01-03	—	—	683 Spring St, Orlando, FL, 32803	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-53246	TPA	Katherine James	2001-09-14	—	—	6636 Highland Ave, Miami, FL, 33180	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-63721	TPA	Marrk Gardner	1966-02-12	—	3145760286	607 Harbor Blvd, Charlotte, NC	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-55694	TPA	Rachel Diaz	1999-12-10	—	—	9301 Highland Ave, Nashville, TN, 37232	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-55087	TPA	Kathleen F Robertson	1975-05-13	—	—	7407 Pine Dr, Tampa, FL, 33685	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more

14,135 rows, page 68 of 283Previous Next