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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-58138	TPA	Kyle U Gray	1998-02-04	UHC-48658-50	—	2344 Cedar Ln, Houston, TX, 77009	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-54080	TPA	Ethan Dixon	1987-11-14	—	—	7408 Desert Sky Blvd, Seattle, WA, 98143	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-63851	TPA	Cynthia Martinez	1996-09-25	—	—	7315 Broadway, Gilbert, AZ, 85227	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
TPA-63852	TPA	Cynthia Martinez	1996-09-25	—	—	7315 Broadway, Gilbert, AZ, 85227	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
TPA-58603	TPA	Gabriel T Perkins	1945-04-18	—	—	1327 Valley View Dr, Scottsdale, AZ, 85288	0.80	Name re-cased State name converted to code Email lower-cased Placeholder values cleared
TPA-54676	TPA	Kathryn Porter	1976-03-17	—	—	1943 Broadway, Tucson, AZ, 85774	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-50513	TPA	Judy Ford	1982-07-24	—	9522956028	3524 Market St, Tucson, AZ, 85793	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
TPA-56465	TPA	Christine Adams	1968-07-14	—	8438736817	1600 Maple Ave, Las Vegas, NV, 89178	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
TPA-58248	TPA	Gary Brown	1950-01-24	UHC-63458-01	—	5247 Jefferson Ave, Tucson, AZ, 85789	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
TPA-63817	TPA	Jlie Palmer	1948-07-04	—	—	2721 Palm Dr, Chandler, AZ, 85293	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-59473	TPA	Nathan Martinez	1944-04-01	—	9494443956	2561 Bayshore Dr, Nashville, TN, 37207	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
TPA-64093	TPA	Patrick Jenkins	1987-04-22	—	—	975 Valley View Dr, Jacksonville, FL, 32234	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-58719	TPA	Roger Ferguson	1960-04-12	UHC-15165-36	—	4199 Church St, Glendale, AZ, 85349	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-53195	TPA	Debra Jorden	1984-10-12	—	4698938683	1275 Lake View Rd, Jacksonville, FL, 32241	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-58500	TPA	Gabriel Z Espinoza	1939-11-25	UHC-49887-40	2397741239	6048 Lake View Rd, Glendale, AZ, 85330	0.80	Date of birth reformatted Phone reformatted City re-cased State name converted to code
TPA-54098	TPA	Teresa U Greene	1966-10-05	—	8096719727	6237 Oak St, San Diego, CA, 92178	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-51094	TPA	Jacob Wilson	1964-02-09	UHC-87096-71	—	1598 Lincoln Way, Atlanta, GA, 30322	0.80	Name re-cased City re-cased State name converted to code Placeholder values cleared
TPA-62796	TPA	Judy Patterson	1998-03-07	—	—	7921 Church St, Austin, TX, 78767	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-51078	TPA	Duncan Alexis	1974-05-28	—	8952710364	2572 Union St, San Diego, CA, 92170	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-58212	TPA	Catherine Coleman	2004-08-12	—	5508284224	4690 Camelback Rd, San Antonio, TX, 78292	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
TPA-56889	TPA	Judth Henry	1942-04-05	—	—	2027 Central Ave, Charlotte, NC, 28271	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-52090	TPA	Andrea Jimenez	1988-11-18	—	—	4934 Broadway, Denver, CO, 80225	0.80	State name converted to code Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-52212	TPA	Michelle Smith	2003-05-10	—	—	5366 Main St, Fresno, CA, 93769	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-51252	TPA	Julia Gomez	1999-11-19	—	4458330045	8426 Lincoln Way, Seattle, WA, 98137	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-62809	TPA	Palmer J Anna	1961-01-03	—	—	3351 River Rd, Denver, CO, 80239	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-53869	TPA	Beverly Wilson	1942-07-05	—	—	6056 Forest Ave, Jacksonville, FL, 32289	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-50130	TPA	Danielle Oliver	1947-05-28	—	—	4173 Maple Ave, Dallas, TX, 75225	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-63292	TPA	Jonathan Parker	1980-11-23	UHC-32181-76	—	9061 Pine Dr, Orlando, FL, 32891	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
TPA-53840	TPA	Willie Rivera	1960-07-07	—	3716764022	9797 Lake View Rd, Los Angeles, CA, 90018	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
TPA-50970	TPA	Bruce Fisher	1991-10-14	—	—	1939 Pine Dr, Charlotte, NC, 28268	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-61724	TPA	Joseph Spencer	1986-06-21	—	—	8039 Central Ave, Orlando, FL, 32892	0.80	Name re-cased City re-cased State name converted to code Placeholder values cleared
TPA-52745	TPA	Arjun Wang	1953-11-17	—	—	8871 Lincoln Way, Las Vegas, NV, 89161	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-52368	TPA	Douglas Sims	1955-11-20	—	8535942098	9415 Baseline Rd, Chandler, AZ, 85238	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
TPA-56452	TPA	Patrick Long	1952-01-17	—	6289051336	7892 Ridge Rd, San Antonio, TX, 78231	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
TPA-56807	TPA	Arjun G Martinez	1938-06-17	—	5955349977	210 Union St, Minneapolis, MN, 55436	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-53617	TPA	Judith Little	1976-12-20	—	4253671536	3029 Elm St, Mesa, AZ, 85203	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-56999	TPA	Joseph Coe	1986-04-16	—	—	427 Pine Dr, San Antonio, TX, 78238	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-58102	TPA	Rebecca Fuller	1939-08-19	—	—	3291 Valley View Dr, Las Vegas, NV, 89143	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-58615	TPA	Brenda Valdez	1942-10-14	—	2533758858	570 River Rd, Nashville, TN, 37242	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
TPA-53707	TPA	Bobby Jacobs	1942-09-25	—	2949438631	1545 Jefferson Ave, San Antonio, TX, 78285	0.82	Name re-cased Phone reformatted State name converted to code
TPA-60800	TPA	Nicholas Burns	1982-06-07	—	—	2447 Grand Ave, Eden Prairie, MN, 55368	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
TPA-56323	TPA	Christopher Maldonado	2000-04-22	—	—	6080 Ridge Rd, Las Vegas, NV, 89110	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
TPA-57704	TPA	Christopher Ellis	1986-04-05	UHC-61611-07	—	3925 Broadway, San Diego, CA, 92178	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
TPA-54812	TPA	Jim Watkins	1957-08-25	UHC-77031-08	—	3160 Union St, Austin, TX, 78716	0.82	Name re-cased State name converted to code Placeholder values cleared
TPA-63366	TPA	Sara Hudson	1957-02-10	—	—	3436 Valley View Dr, Austin, TX, 78779	0.82	Name re-cased State name converted to code Placeholder values cleared
TPA-52294	TPA	Robert Ross	1997-08-18	—	—	6404 Central Ave, Gilbert, AZ, 85224	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
TPA-63585	TPA	Randy Woods	1949-10-25	—	—	8616 Camelback Rd, Jacksonville, FL, 32235	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
TPA-52856	TPA	Luis Reed	1944-04-24	—	2423077489	3980 Meadow Ln, Orlando, FL, 32821	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
TPA-61898	TPA	Mason Fuller	2006-01-11	—	—	6548 Washington St, Austin, TX, 78700	0.82	Name re-cased State name converted to code Placeholder values cleared
TPA-60124	TPA	Kelly Silva	1965-06-28	—	—	5859 Spring St, Eden Prairie, MN, 55313	0.82	State name converted to code Whitespace trimmed Placeholder values cleared

1,229 rows, page 23 of 25Previous Next