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-57791	TPA	Willie Reynolds	—	—	2803612670	5688 Ridge Rd, Charlotte, NC, 28293	0.66	Name re-cased Date of birth missing State name converted to code Whitespace trimmed+1 more
TPA-59626	TPA	Betty Griffin	1955-04-26	—	—	8221 Bayshore Dr, Sacramento, CA, 95861	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+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-60559	TPA	Danielle Adams	1970-01-15	UHC-49180-49	—	355 Hillcrest Rd, Phoenix, AZ, 85043	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54964	TPA	Jerry Fox	1977-06-23	—	—	9700 Camelback Rd Apt 22, Mesa, AZ, 85245	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-55031	TPA	Angeela King	1988-12-23	UHC-91366-31	5689376706	6442 Main St, Mesa, AZ, 85269	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-51005	TPA	Matt Allen	1989-07-11	—	2306515265	558 Forest Ave, Eden Prairie, MN, 55396	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
TPA-56957	TPA	Aaron Simpson	2005-05-22	—	6439817281	659 Washington St, Miami, FL, 33175	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56958	TPA	Aaron Simpson	2005-05-22	—	6439817281	659 Washington St, Miami, FL, 33175	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63022	TPA	Bobby Salazar	1978-06-09	—	9273911269	6704 Main St Apt 24, Seattle, WA, 98194	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
TPA-61176	TPA	Judy Woods	1985-03-26	—	3097278604	5281 Canyon Rd, Houston, TX, 77098	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-56314	TPA	—Junk	1938-09-25	—	—	9144 Desert Sky Blvd, Orlando, FL, 32860	0.66	State name converted to code Email lower-cased Whitespace trimmed Placeholder values cleared+1 more
TPA-56631	TPA	Yuki Russell	1942-02-14	—	4839904752	4736 Ridge Rd, Mesa, AZ	0.66	Phone reformatted SSN last four extracted ZIP missing Whitespace trimmed+1 more
TPA-53348	TPA	Sofia Castro	1999-02-28	—	8704668083	3317 Lincoln Way # 418, Las Vegas, NV, 89132	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55407	TPA	Alice Gomez	1942-11-04	—	—	6767 Baseline Rd, Tempe, AZ, 85258	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51762	TPA	Sandra Fuller	1983-09-17	UHC-21692-45	—	2866 Bayshore Dr, Los Angeles, CA, 90064	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
TPA-52666	TPA	Merilyn Murphy	1974-01-17	—	—	7566 Washington St, Austin, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-52166	TPA	Mariana C Hawkins	1960-03-08	UHC-87456-54	2203509097	9230 Mountain View Dr, Gilbert, AZ, 85264	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
TPA-54499	TPA	Daniel D Alvarez	1943-05-25	—	4276742153	6848 Grand Ave, Austin, TX, 78790	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+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-51808	TPA	Sharon B Santos	1990-01-28	—	—	6404 Bayshore Dr, Denver, CO, 80272	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+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-61575	TPA	Kyle Lawrence	1997-10-11	—	—	6147 Lincoln Way, Fresno, CA	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
TPA-61510	TPA	Wei Arnold	1976-05-23	UHC-93430-91	5936496455	9213 Pine Dr, Glendale, AZ, 85331	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-59930	TPA	Julie Ryan	2000-03-26	—	—	9125 Bayshore Dr, Gilbert, AZ, 85295	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59888	TPA	Brittany Wong	1978-04-20	—	—	1666 Mountain View Dr, Los Angeles, CA, 90096	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+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-59370	TPA	Theresa Foster	—	—	—	5835 Union St, Eden Prairie, MN, 55357	0.66	Date of birth missing Street suffix standardised Address re-cased City re-cased+1 more
TPA-58801	TPA	Gregory Wagner	1968-04-22	—	—	3175 Mesa Dr, Scottsdale, AZ, 85228	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53368	TPA	Christine Carpenter	1987-07-20	—	—	3743 Harbor Blvd, Charlotte, NC, 28241	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-62811	TPA	Harold Hall	1978-02-20	—	—	4518 Union St, Dallas, TX, 75298	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-57712	TPA	Joseph Welch	1999-12-19	—	—	4470 Apache Blvd, San Antonio, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-53211	TPA	Sara Mitchell	2007-05-01	—	—	9648 Oak St, Tampa, FL, 33636	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-56263	TPA	Gregory F Jimenez	1938-02-23	—	—	8862 Sunset Blvd, Plano, TX, 75004	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58930	TPA	Sandra Kelley	1960-02-27	—	3683386402	6943 Lincoln Way, Tucson, AZ, 85705	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+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-53388	TPA	Alice EJunk	1950-07-12	—	8735422059	6473 Central Ave, Los Angeles, CA, 90044	0.66	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared+1 more
TPA-57117	TPA	Steven Young	1950-05-13	—	—	6301 Ocean Ave, Las Vegas, NV, 89102	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-58835	TPA	Mark Leewis	1995-06-14	UHC-34718-55	—	1859 Indian School Rd, Austin, TX, 78766	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-60742	TPA	Nick Keley	1975-12-01	—	—	6841 Main St # 458, Atlanta, GA, 30341	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52336	TPA	George Sims	1997-01-02	—	9832619092	461 Jefferson Ave, Plano, TX, 75094	0.66	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+1 more
TPA-56505	TPA	Benjamin Thompson	1992-01-19	—	7059932624	6338 Broadway, Los Angeles, CA	0.66	Address re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
TPA-60837	TPA	Diana Castro	1977-10-11	—	—	2172 Ocean Ave, Orlando, FL, 32838	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace 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-53261	TPA	Gloria Fowler	1964-09-07	—	—	6908 Sage Ct, Tucson, AZ, 85753	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-55154	TPA	Linda Woods	1985-02-22	UHC-71404-90	4222239785	2889 Palm Dr, Austin, TX, 78736	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55574	TPA	Olivia Dominguez	1977-08-09	—	—	7574 Bayshore Dr, Scottsdale, AZ	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP missing+1 more

14,135 rows, page 71 of 283Previous Next