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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-52770	TPA	Grace Gonzalez	1947-09-26	—	—	1884 Union St, Las Vegas, NV, 89154	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58760	TPA	Jesse Li	2002-04-07	—	—	9417 Desert Sky Blvd, San Diego, CA, 92192	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
TPA-61264	TPA	Scott Johnston	1965-08-10	UHC-34433-48	—	7864 Oak St, Nashville, TN, 37209	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-62245	TPA	Emily Obrien	1941-06-06	—	—	1389 Lincoln Way, Atlanta, GA, 30392	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
TPA-62946	TPA	Kayla B Dominguez	2005-12-04	—	—	9187 Hillcrest Rd, Mesa, AZ, 85231	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-60825	TPA	Andrew Sanders	1991-07-16	—	2044451309	5567 Bayshore Dr, Tampa, FL, 33617	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-63291	TPA	Roy Young	1986-11-17	—	—	967 Oak St, Gilbert, AZ, 85202	0.66	Name re-cased Date of birth reformatted State name converted to code Gender normalised+1 more
TPA-54881	TPA	Cynthia Chapman	—	UHC-71505-92	—	5035 Camelback Rd, Glendale, AZ, 85341	0.66	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+1 more
TPA-59813	TPA	Heather Cox	1957-09-25	—	—	613 Ridge Rd, Los Angeles, CA, 90008	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-64396	TPA	Hiroshi Peterosn	1947-08-28	UHC-47694-32	—	6875 Apache Blvd # 572, Gilbert, AZ, 85234	0.66	Date of birth reformatted Unit split from street City re-cased Gender normalised+1 more
TPA-57396	TPA	Sophia Ryan	1958-07-11	—	5149238202	2546 Ridge Rd, Tucson, AZ, 85754	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-52414	TPA	Ann Simpson	1975-01-13	—	4268308851	63 Indian School Rd, Tempe, AZ, 85297	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
TPA-57756	TPA	Mariana Mreno	1964-01-12	UHC-30139-49	9078546397	2366 Apache Blvd, Jacksonville, FL, 32269	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
TPA-56868	TPA	Christina Turner	1980-02-06	—	—	4965 Meadow Ln, Tucson, AZ, 85710	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-62248	TPA	Gabriel Weber	2004-05-01	—	—	3435 Desert Sky Blvd, San Antonio, TX	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-58048	TPA	Jean Singh	1951-03-25	—	—	6624 Hillcrest Rd, Phoenix, AZ, 85054	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-56811	TPA	Jean Robertson	1961-11-09	—	6967203498	7484 Camelback Rd # 960, Columbus, OH, 43234	0.66	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+1 more
TPA-50643	TPA	Martha Carter	1989-09-22	UHC-40028-30	8923339841	8319 Lake View Rd, Las Vegas, NV, 89104	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-52475	TPA	Jack M Ortiz	1957-12-15	UHC-23081-51	—	8618 Elm St, Mesa, AZ, 85234	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-54915	TPA	Mei Elis	1938-06-27	UHC-77487-48	—	1321 Ridge Rd, San Antonio, TX, 78276	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-54914	TPA	Mei Elis	1938-06-27	UHC-77487-48	—	1321 Ridge Rd, San Antonio, TX, 78276	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-59014	TPA	Tyler S Hrt	1943-02-14	—	7979874875	7011 Camelback Rd, Scottsdale, AZ, 85221	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-53075	TPA	Valentina Mejia	1987-12-19	—	2706392571	2993 Bayshore Dr, Tucson, AZ, 85724	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-54596	TPA	Carolyn Price	2005-12-07	—	—	8651 Ridge Rd, Atlanta, GA, 30391	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60206	TPA	Philip J Morrison	1945-03-05	—	—	4733 Meadow Ln, Las Vegas, NV, 89102	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-59289	TPA	Heather Riso	1943-01-24	UHC-25713-90	—	—	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+1 more
TPA-62214	TPA	Hiroshi A Moore	1950-09-08	—	—	952 Union St # 246, Glendale, AZ, 85388	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-55955	TPA	Ashley A Arnold	1960-12-17	—	—	5208 Baseline Rd, Sacramento, CA	0.66	Name re-cased Date of birth reformatted ZIP missing Gender normalised+1 more
TPA-57576	TPA	William Jimenez	1982-03-19	—	—	210 Valley View Dr, Los Angeles, CA, 90041	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50639	TPA	Dylan S Wang	1941-03-06	—	—	7317 Sage Ct, Mesa, AZ, 85221	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-63717	TPA	Doris Mendez	1997-11-25	—	—	4014 Harbor Blvd, Miami, FL	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-63625	TPA	Jerry Stevens	1998-06-17	—	—	4239 Union St, San Diego, CA, 92162	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-52140	TPA	Gabriel Medina	1972-08-05	—	—	5361 Ocean Ave, Tempe, AZ, 85262	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-50373	TPA	Bryan Turner	1951-09-08	—	—	1071 Baseline Rd, Houston, TX, 77049	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
TPA-64069	TPA	Timothy Gonzales	1991-10-25	—	2468541764	6157 Market St, Houston, TX, 77065	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
TPA-53964	TPA	Danielle Ward	2003-09-25	—	—	8315 Central Ave, Scottsdale, AZ, 85262	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-58141	TPA	Justin X Schultz	1985-08-09	—	—	6556 Mountain View Dr, Glendale, AZ	0.66	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
TPA-57245	TPA	Andrew T Griffin	1956-09-07	—	—	644 Palm Dr, Atlanta, GA, 30388	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-61881	TPA	Gregory Lawson	1948-12-27	—	—	2487 Jefferson Ave, Phoenix, AZ, 85023	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-55577	TPA	Janet Carpenter	1987-05-09	UHC-93080-30	2083223594	9345 Sunset Blvd, Atlanta, GA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-55878	TPA	Jackie Le	1977-04-28	—	—	4245 Meadow Ln, Las Vegas, NV, 89196	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-64333	TPA	Bobby Butler	1974-09-27	—	—	9720 Central Ave, Columbus, OH, 43261	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-50515	TPA	Joe Crawford	1977-07-08	—	—	1032 Sunset Blvd, Denver, CO, 80218	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-61682	TPA	Dennis Patterson	1969-03-28	—	—	3295 Market St # 470, Eden Prairie, MN, 55374	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-57298	TPA	Carol M Rodriguez	1997-06-02	—	—	5317 Forest Ave, Nashville, TN, 37227	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-59631	TPA	Sara Tran	2003-09-20	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-51881	TPA	—Junk	1955-10-14	UHC-43403-52	—	1637 Mountain View Dr, Glendale, AZ, 85356	0.66	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared+1 more
TPA-56682	TPA	Gordon Joshua	1958-12-25	—	—	4104 Union St, Jacksonville, FL, 32286	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60390	TPA	Fank Ruiz	1947-03-26	—	4617142767	2396 Lake View Rd, Eden Prairie, MN, 55340	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-61347	TPA	Emily Knight	1985-04-13	—	—	7278 Harbor Blvd, Jacksonville, FL	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more

4,728 rows, page 26 of 95Previous Next