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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-62163	TPA	Dougls Ortega	1991-01-22	—	—	—	0.66	Date of birth reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
TPA-55582	TPA	Maria T Schmidt	2002-05-17	—	—	4327 River Rd, Los Angeles, CA, 90070	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-61835	TPA	Susan Ward	1976-10-13	—	—	1262 Canyon Rd, Columbus, OH, 43220	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-60572	TPA	Kenneth B Pierce	1955-03-28	—	9522879290	3947 Harbor Blvd, Dallas, TX, 75216	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59372	TPA	Diana Lane	1990-09-25	—	—	3391 Indian School Rd, Mesa, AZ, 85265	0.66	Date of birth reformatted City re-cased State name converted to code Gender normalised+1 more
TPA-59154	TPA	—Junk	1971-06-08	—	—	7465 Forest Ave, Austin, TX, 78779	0.66	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared+1 more
TPA-61036	TPA	Ralph Morris	1971-12-28	—	4719739793	2055 Forest Ave, Austin, TX, 78718	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-53414	TPA	Jaince Moreno	1950-12-06	UHC-99841-47	—	4861 Grand Ave, Sacramento, CA, 95813	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-59889	TPA	Theresa K Franklin	1944-11-18	—	—	7509 Willow Ct, Seattle, WA, 98149	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-54021	TPA	Samantha Spencer	1959-02-23	—	—	1630 Lake View Rd, Dallas, TX, 75202	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-61128	TPA	Jose E Palmer	1955-11-10	—	—	778 River Rd, Columbus, OH, 43234	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-58354	TPA	Amanda King	1986-07-04	—	—	1813 Maple Ave, Mesa, AZ, 85208	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-55074	TPA	Linda Smith	1989-09-17	UHC-68199-20	—	6905 Hillcrest Rd, Tempe, AZ, 85222	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-62503	TPA	Maria Little	1940-06-21	—	4209178852	1334 Harbor Blvd, Phoenix, AZ, 85030	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-61736	TPA	Carlos C Sanchez	2001-09-06	—	—	1565 Jefferson Ave, Eden Prairie, MN, 55301	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-63976	TPA	Andrew Hoffman	2004-01-28	—	—	8112 Meadow Ln, Tampa, FL, 33690	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-50701	TPA	Nathan Lee	2006-08-25	—	—	5406 Willow Ct, Dallas, TX, 75272	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-52067	TPA	Madison Freeman	1960-11-28	UHC-37196-07	5449331530	9182 Willow Ct, Seattle, WA, 98191	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-60101	TPA	Terry Weaver	1940-10-16	—	—	3798 Camelback Rd, Tempe, AZ, 85205	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-53845	TPA	Ann U Patel	1977-06-01	—	—	7149 Bayshore Dr, Orlando, FL, 32839	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-62916	TPA	Brian Little	2007-11-25	—	3942717446	7536 Mesa Dr, Orlando, FL, 32860	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-62597	TPA	Hannah Nelson	1987-03-10	—	—	7495 Mesa Dr, Tampa, FL	0.66	Name re-cased ZIP missing Gender normalised Plan code upper-cased+1 more
TPA-51040	TPA	Elizabeth Freeman	1945-09-03	—	—	3288 Valley View Dr, Denver, CO	0.66	Date of birth reformatted City re-cased ZIP missing Gender normalised+1 more
TPA-52637	TPA	Mari Daniels	1982-10-09	—	—	5183 Sunset Blvd, Fresno, CA, 93783	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-56382	TPA	Walter Murphy	1962-03-01	UHC-07820-82	—	3903 Palm Dr, Glendale, AZ, 85315	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-51891	TPA	Raymond H Hanson	1990-05-20	—	7143911775	3321 Grand Ave, Atlanta, GA, 30388	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-58135	TPA	Tricia P Bennett	1940-07-21	—	—	8570 Valley View Dr, San Diego, CA, 92131	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-62820	TPA	Denise Tran	1994-09-08	—	—	7545 Spring St, San Antonio, TX, 78264	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-54366	TPA	Stephen McCoy	1976-03-10	—	—	8878 Market St, Scottsdale, AZ, 85260	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-62343	TPA	Nick M Garcia	1964-11-11	—	—	9584 Hillcrest Rd, Eden Prairie, MN, 55370	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-55839	TPA	Julia Patel	1979-04-13	—	—	531 Mountain View Dr, Minneapolis, MN, 55408	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-62394	TPA	Sharon R Hoffman	1974-03-02	—	—	342 Baseline Rd, Mesa, AZ, 85209	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-62589	TPA	Walter Knight	2002-07-25	—	—	7563 Ocean Ave, Fresno, CA, 93785	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-52693	TPA	Sara Burotn	1938-03-28	—	—	2589 Canyon Rd, Atlanta, GA, 30328	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-63617	TPA	Andrea Hrrison	1956-06-22	—	—	1180 Meadow Ln, Phoenix, AZ, 85054	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56584	TPA	Alice Peters	1997-11-27	—	—	8453 Apache Blvd, Plano, TX, 75040	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-57457	TPA	Camila Daniels	—	—	—	2438 Sage Ct, Phoenix, AZ, 85053	0.68	Date of birth missing Gender normalised Whitespace trimmed Placeholder values cleared
TPA-62227	TPA	Stephen Davis	1963-12-19	—	6675426757	4730 Washington St, Las Vegas, NV, 89174	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57852	TPA	Aaron Jensen	1969-05-08	—	—	5197 Baseline Rd, Scottsdale, AZ, 85227	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-62017	TPA	Albert Watkins	2008-09-26	—	6938904629	6358 Ridge Rd, Tucson, AZ, 85780	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
TPA-63624	TPA	Pamela Wheeler	1971-02-19	—	—	—	0.68	Name split from “Last, First”Gender normalised Plan code upper-cased Placeholder values cleared
TPA-60178	TPA	Santiago Foster	1987-03-15	—	—	6861 Ridge Rd, Eden Prairie, MN, 55302	0.68	Two-digit birth year State code upper-cased Gender normalised Placeholder values cleared
TPA-50823	TPA	Dick Medina	1981-07-21	—	—	1406 Lincoln Way, Tucson, AZ, 85787	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-56836	TPA	Anna Fox	1995-06-05	—	—	8586 Central Ave, San Diego, CA, 92146	0.68	Name split from “Last, First”Email lower-cased Gender normalised Placeholder values cleared
TPA-61879	TPA	Denise V Henry	1963-07-22	—	6454037308	6558 Apache Blvd Apt 35, Tempe, AZ, 85284	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
TPA-61633	TPA	Susan Perez	1978-02-15	—	2405458956	4972 Sunset Blvd, Minneapolis, MN	0.68	City re-cased ZIP missing Gender normalised Placeholder values cleared
TPA-59922	TPA	Kayla B Contreras	1996-11-11	—	—	1305 Sunset Blvd, Scottsdale, AZ, 85281	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
TPA-53093	TPA	Bobby Jordan	1948-01-10	—	—	8985 Valley View Dr, Dallas, TX, 75295	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
TPA-53092	TPA	Bobby Jordan	1948-01-10	—	—	8985 Valley View Dr, Dallas, TX, 75295	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
TPA-55663	TPA	Judy Ortega	1963-10-09	—	9313430829	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared

2,435 rows, page 31 of 49Previous Next