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-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-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-50093	TPA	Jessica Armstrong	1962-09-14	—	6735478980	1123 Bayshore Dr, Plano, TX, 75025	0.64	Date of birth reformatted 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-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-50868	TPA	Kathleen Roberts	1979-08-12	—	—	9030 Ocean Ave, Tampa, FL, 33636	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+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-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-50787	TPA	Diane A Lopez	2008-02-15	—	—	4040 Highland Ave, Eden Prairie, MN	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-55379	TPA	Kevin Vazquez	1945-11-22	—	—	1448 Elm St, Mesa, AZ, 85225	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-56444	TPA	Adam Williamson	1963-11-25	UHC-76610-04	—	4862 Washington St, Scottsdale, AZ, 85244	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-53340	TPA	Burton Logan	1945-08-04	—	—	9374 Canyon Rd, Houston, TX, 77017	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-55440	TPA	Valentina Daniels	1995-04-20	—	—	8688 Palm Dr, Seattle, WA, 98108	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-55439	TPA	Valentina Daniels	1995-04-20	—	—	8688 Palm Dr, Seattle, WA, 98108	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-55174	TPA	Christopher Hoffman	1946-05-04	—	—	6080 Baseline Rd, Houston, TX, 77022	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-53502	TPA	Sharon B Aguilar	1981-06-17	—	—	9777 Grand Ave, Scottsdale, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-59013	TPA	Alice Hernandez	1987-10-06	—	—	4948 Sage Ct, Nashville, TN, 37211	0.66	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
TPA-53909	TPA	Gebriel O Mejia	1961-12-12	—	—	1816 Forest Ave, Orlando, FL, 32826	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-60075	TPA	Douglas M Kim	1940-07-09	—	—	5295 Market St, Fresno, CA, 93711	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-60724	TPA	Amber Reed	1938-04-08	—	—	715 Valley View Dr, Miami, FL, 33183	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-54415	TPA	Priya Aguilar	2000-10-24	—	—	6298 Pine Dr, San Diego, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-60093	TPA	Melissa Owens	1972-03-18	—	—	7251 Sunset Blvd, San Antonio, TX, 78222	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-64404	TPA	Brian Hughes	1940-08-27	—	—	6137 Valley View Dr, Charlotte, NC, 28235	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-58170	TPA	—Junk	1994-02-07	—	—	5068 Ocean Ave, Dallas, TX, 75218	0.66	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared+1 more
TPA-62478	TPA	Austin Wlch	1963-04-23	—	7728276325	278 Palm Dr, Gilbert, AZ, 85277	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-50919	TPA	Benjamin Cruz	2007-06-05	—	—	3939 Pine Dr, Jacksonville, FL, 32265	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-54340	TPA	Mason Gonzalez	1992-03-11	—	—	720 Pine Dr Apt 35, Atlanta, GA	0.66	Date of birth reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
TPA-62972	TPA	Gloria Howerd	2000-02-07	UHC-86207-58	—	3701 Ridge Rd, Mesa, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-58686	TPA	Lori Murray	1926-01-19	—	—	183 Harbor Blvd, San Antonio, TX	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-63214	TPA	Janet Olson	1951-03-04	—	—	3349 Palm Dr, Atlanta, GA, 30378	0.66	Date of birth reformatted City re-cased State name converted to code Gender normalised+1 more
TPA-63880	TPA	Susan Welch	1983-01-10	—	—	6930 Cedar Ln, Minneapolis, MN, 55464	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-60907	TPA	Joyce Sanders	1944-01-23	—	8209621459	9492 Ocean Ave, San Antonio, TX, 78278	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-51081	TPA	Larry Powell	1947-08-03	—	—	1524 Sage Ct, Columbus, OH, 43236	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-59821	TPA	Martha Dixon	1980-12-27	—	—	1052 Ocean Ave, Chandler, AZ, 85299	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-63249	TPA	Ralph Porter	1943-05-08	—	8318631985	2418 Valley View Dr, Nashville, TN, 37262	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-62373	TPA	Hannah Santos	1941-06-09	—	—	2094 Sunset Blvd, San Antonio, TX, 78271	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-57738	TPA	John Romero	1990-02-19	—	—	5768 Lincoln Way, Phoenix, AZ	0.66	Date of birth reformatted City re-cased ZIP missing Gender normalised+1 more
TPA-56239	TPA	Ana Willis	1954-03-06	—	—	7807 Apache Blvd, Chandler, AZ, 85210	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-54656	TPA	Fatima McDonald	1941-06-09	—	—	4487 Washington St, Los Angeles, CA, 90056	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-62195	TPA	Nathan Wong	2001-08-11	—	7622412439	7166 Sage Ct, Phoenix, AZ, 85084	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-59784	TPA	Janet Morgan	1968-04-24	—	—	2596 Sunset Blvd, Chandler, AZ	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-52905	TPA	Nency Andrews	1983-12-26	—	—	627 Grand Ave, Glendale, AZ, 85355	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-60017	TPA	Cheryl Barnes	1966-10-02	—	—	6986 Mountain View Dr # 845, Tempe, AZ, 85286	0.66	Name re-cased Date of birth reformatted Unit split from street State name converted to code+1 more
TPA-52064	TPA	Karen Walker	1965-08-19	—	—	8920 Grand Ave, Denver, CO, 80288	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-60591	TPA	Alice Russell	1976-09-09	—	—	1599 Bayshore Dr, Orlando, FL, 32890	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-60590	TPA	Alice Russell	1976-09-09	—	—	1599 Bayshore Dr, Orlando, FL, 32890	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-60114	TPA	Hannah S Bailey	1947-05-14	—	—	1908 Forest Ave # 695, Houston, TX, 77076	0.66	Date of birth reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
TPA-59960	TPA	Jose Torres	1962-07-26	—	7986801290	5904 Desert Sky Blvd, Eden Prairie, MN, 55389	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-53639	TPA	Benjamin Jensen	1963-09-25	—	—	8817 Forest Ave, Glendale, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-61572	TPA	Matthew Sanchez	—	—	—	5256 Palm Dr, Scottsdale, AZ, 85242	0.66	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+1 more

4,728 rows, page 25 of 95Previous Next