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 cleared71,257Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
- Whitespace trimmed57,061Leading or trailing whitespace removed from one or more fields
- Address re-cased56,490Street line re-cased and punctuation removed
- Street suffix standardised55,824Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
- Phone reformatted50,244Phone reduced to ten digits, punctuation and leading country code removed
- Name re-cased39,996Name letter-case rewritten to Title Case and stray characters removed
- Date of birth reformatted32,400Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
- City re-cased17,850City re-cased to Title Case
- Gender normalised16,828Gender mapped to F or M from a longer or variant value
- Email lower-cased11,635Email lower-cased
- Name split from “Last, First”9,980First-name field held "LAST, FIRST"; the two parts were split into their own fields
- State name converted to code9,084Full state name replaced by its two-letter USPS code
- ZIP+4 trimmed8,263ZIP+4 trimmed to the five-digit ZIP
- Member ID reformatted7,723Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
- ZIP missing7,146Street address present but no ZIP supplied
- Unit split from street6,994Apartment, suite or unit designator split from street line and re-appended in standard form
- Two-digit birth year6,661Date of birth carried a two-digit year; century inferred by pivot
- State code upper-cased4,010Two-letter state code upper-cased
- Plan code upper-cased3,278Plan code upper-cased
- SSN last four extracted2,817Last four digits of SSN extracted from a longer or punctuated value
- Date of birth unreadable2,274Date of birth did not match any known format or was out of range; cleared
- Phone missing area code2,021Phone had only seven digits (no area code); cleared
- Middle initial moved out of first name1,125A single middle initial was embedded in the first-name field and moved to middle name
- Date of birth missing990Date of birth absent or a null token; left empty
- No usable name (quarantined)505No usable last name; record quarantined as junk and excluded from matching
Normalised records
Enrollment, lowest dq score first
| Record | Source | Name | DOB | Member ID | Phone | Address | Quality score | Flags |
|---|---|---|---|---|---|---|---|---|
| ENR-133373 | ENR | Ruth W Rsoe | 1997-12-20 | UHC-90723-35 | 9529317242 | 8340 Maple Ave, Dallas, TX, 75212 | 0.58 | Middle initial moved out of first nameName re-casedPhone reformattedStreet suffix standardised+5 more |
| ENR-140682 | ENR | Diane Olson | 1981-07-11 | — | 6385690935 | 4637 Lake View Rd, Jacksonville, FL, 32257 | 0.58 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+5 more |
| ENR-109587 | ENR | Ana Z Burns | 1979-01-27 | UHC-41549-61 | 8255969663 | 226 Ocean Ave # 137, Orlando, FL, 32861 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedUnit split from street+5 more |
| ENR-141996 | ENR | Dan H Davis | 1954-12-06 | UHC-79577-81 | 4957667645 | 7703 Central Ave, San Diego, CA, 92173 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-130063 | ENR | Aisha N Miller | 1988-01-27 | UHC-69383-42 | 8519861649 | 4292 Valley View Dr, Jacksonville, FL, 32204 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-140500 | ENR | Isabella J Tucker | 1943-02-17 | UHC-25776-70 | 7428877951 | 9827 Sage Ct, Atlanta, GA, 30305 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedMember ID reformatted+5 more |
| ENR-123312 | ENR | Carlos G Thomas | 1955-02-15 | UHC-95358-09 | 5856435143 | 4110 Camelback Rd Apt 17, Mesa, AZ, 85267 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedUnit split from street+5 more |
| ENR-123049 | ENR | Tylr I Perry | 1976-09-27 | UHC-30693-81 | 2209557340 | 6993 Palm Dr, Los Angeles, CA | 0.58 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-133419 | ENR | Steven G Spencer | 1948-07-11 | UHC-81845-88 | 4979342500 | 2764 Apache Blvd Apt 31, Tampa, FL, 33685 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedUnit split from street+5 more |
| ENR-104480 | ENR | Martha V Sandoval | 1971-07-21 | UHC-24262-06 | 7379957354 | 2698 Cedar Ln, Gilbert, AZ | 0.58 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+5 more |
| ENR-120378 | ENR | Frank J Hamilton | 1980-02-22 | UHC-91957-14 | 9309203985 | 1346 Church St, Seattle, WA, 98184 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-141559 | ENR | Joe S Chen | 1950-06-26 | UHC-82668-02 | 5497188998 | 6167 Lincoln Way, Mesa, AZ, 85210 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-134018 | ENR | Ethan Stone | 1989-12-27 | UHC-37228-60 | 4862281810 | 5814 Grand Ave, Fresno, CA, 93776 | 0.58 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+5 more |
| ENR-141881 | ENR | Marilyn R Bradley | 1966-09-13 | UHC-97072-12 | 7474024779 | 901 Forest Ave, Seattle, WA, 98166 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedMember ID reformatted+5 more |
| ENR-139972 | ENR | Rebecca G Silvva | 1993-06-26 | UHC-00553-93 | 9836314870 | 9351 Harbor Blvd, San Antonio, TX, 78292 | 0.58 | Name re-casedDate of birth reformattedMember ID reformattedStreet suffix standardised+5 more |
| ENR-134067 | ENR | Cheryl T Reed | 1984-06-12 | UHC-67483-06 | 6153693348 | 984 Meadow Ln # 979, Nashville, TN, 37207 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedUnit split from street+5 more |
| ENR-137025 | ENR | Dorothy Ortega | — | UHC-76525-44 | 5639145188 | 3937 Cedar Ln, Chandler, AZ, 85261 | 0.58 | Name re-casedDate of birth reformattedDate of birth unreadablePhone reformatted+5 more |
| ENR-127407 | ENR | Isabella L Yang | 1991-12-21 | UHC-46102-05 | 3569097220 | 6288 Highland Ave, Tempe, AZ, 85230 | 0.58 | Name split from “Last, First”Date of birth reformattedPhone reformattedMember ID reformatted+5 more |
| ENR-134317 | ENR | Roy Q Wilson | 1988-06-24 | UHC-47553-11 | 3968326745 | 8944 Hillcrest Rd, Los Angeles, CA, 90008 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedMember ID reformatted+5 more |
| ENR-103589 | ENR | Katherine Hill | 1979-09-20 | UHC-53855-27 | 7516947971 | 983 Spring St # 199, Fresno, CA, 93731 | 0.58 | Name re-casedPhone reformattedMember ID reformattedUnit split from street+5 more |
| ENR-140651 | ENR | Kelly Chapman | 1970-01-12 | UHC-53409-78 | 3194442943 | 3677 Apache Blvd, Tampa, FL, 33634 | 0.58 | Date of birth reformattedPhone reformattedMember ID reformattedStreet suffix standardised+5 more |
| ENR-124076 | ENR | Julie B Riley | 1941-02-10 | UHC-35425-25 | — | 6520 Central Ave, Gilbert, AZ, 85244 | 0.58 | Phone missing area codeSSN last four extractedZIP+4 trimmed |
| ENR-129455 | ENR | Teresa Fox | 1981-12-23 | UHC-90462-01 | 9517692655 | 4557 Palm Dr, Orlando, FL | 0.58 | Date of birth reformattedPhone reformattedMember ID reformattedStreet suffix standardised+5 more |
| ENR-111952 | ENR | Dnna Z Schmidt | 1983-02-23 | UHC-88832-04 | 2117605790 | 6092 Meadow Ln, San Antonio, TX, 78250 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-141080 | ENR | Nicholas B Perkins | 1956-11-05 | UHC-71520-80 | 4993429935 | 1304 Meadow Ln, Plano, TX, 75099 | 0.58 | Middle initial moved out of first nameName re-casedDate of birth reformattedPhone reformatted+5 more |
| ENR-119576 | ENR | Edward L Hoffman | 1955-06-26 | UHC-40660-95 | 5806293986 | 972 Market St, Las Vegas, NV, 89113 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-126808 | ENR | Anthony Henry | 1962-05-02 | UHC-43116-07 | — | 1673 Desert Sky Blvd, Atlanta, GA, 30353 | 0.58 | Name split from “Last, First”ZIP+4 trimmedGender normalised |
| ENR-114031 | ENR | Ashley T Ford | 2003-12-13 | — | 5383125194 | 7109 Forest Ave, Sacramento, CA, 95846 | 0.58 | Middle initial moved out of first nameName re-casedPhone reformattedStreet suffix standardised+5 more |
| ENR-112661 | ENR | Bradley Williams | 1983-10-13 | UHC-17279-10 | 8704529068 | 6914 Desert Sky Blvd, Columbus, OH, 43232 | 0.58 | Name re-casedPhone reformattedMember ID reformattedStreet suffix standardised+5 more |
| ENR-129711 | ENR | Lori W Valdez | 1985-03-18 | UHC-39983-48 | — | 1140 Main St Apt 40, Charlotte, NC, 28273 | 0.58 | Phone missing area codeUnit split from streetGender normalised |
| ENR-141202 | ENR | Jennifer X Wong | 1956-10-21 | UHC-55121-88 | 4244742948 | 3291 Sunset Blvd, Gilbert, AZ, 85259 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-118208 | ENR | Ykui M Bell | 1965-12-01 | UHC-62559-25 | 3646476692 | 6643 Oak St, Chandler, AZ, 85219 | 0.58 | Middle initial moved out of first namePhone reformattedMember ID reformattedStreet suffix standardised+5 more |
| ENR-124972 | ENR | Yuki A Boyd | 1947-07-04 | UHC-23434-82 | 8843187022 | 4553 Oak St, Eden Prairie, MN, 55367 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-130387 | ENR | Logan L Greene | 1965-08-04 | UHC-51467-56 | 2165107683 | 7931 Canyon Rd, Minneapolis, MN, 55476 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedMember ID reformatted+5 more |
| ENR-134628 | ENR | Aaron N Barnes | 1945-11-27 | UHC-75608-11 | 8092818450 | 9539 River Rd, Columbus, OH, 43270 | 0.58 | Name re-casedPhone reformattedSSN last four extractedStreet suffix standardised+5 more |
| ENR-102579 | ENR | Banks Sanntiago | 1956-06-22 | UHC-38992-72 | 8394578555 | 3079 Highland Ave, Scottsdale, AZ, 85224 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-104019 | ENR | Aaron M Harper | 1938-07-05 | UHC-31201-42 | 2862380558 | 6894 Pine Dr, Minneapolis, MN, 55450 | 0.58 | Middle initial moved out of first nameName re-casedDate of birth reformattedPhone reformatted+5 more |
| ENR-126721 | ENR | Mei Vargas | 1953-01-11 | UHC-17211-73 | 7184750034 | 8958 Lincoln Way, Austin, TX, 78776 | 0.58 | State name converted to codeZIP+4 trimmedGender normalised |
| ENR-139504 | ENR | Isabella A Young | 1939-10-21 | UHC-89513-14 | 9314143522 | 289 Baseline Rd, Sacramento, CA, 95804 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedMember ID reformatted+5 more |
| ENR-117395 | ENR | Benjamin Carpenter | 1988-11-08 | UHC-14500-07 | 5583911446 | 3338 Church St, Las Vegas, NV, 89164 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-117700 | ENR | Larry Freemman | 1973-10-19 | UHC-74769-25 | 5942131143 | 8114 Sage Ct Apt 15, Tampa, FL, 33688 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedUnit split from street+5 more |
| ENR-129827 | ENR | Alan J Wang | 1945-05-20 | UHC-56363-27 | 5559367270 | 6676 Spring St, Jacksonville, FL | 0.58 | Name re-casedPhone reformattedMember ID reformattedStreet suffix standardised+5 more |
| ENR-139863 | ENR | Jacqueline R Gomez | 1967-02-17 | UHC-57063-16 | 9254703763 | 1869 Palm Dr, Charlotte, NC, 28246 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-139862 | ENR | Jacqueline R Gomez | 1967-02-17 | UHC-57063-16 | 9254703763 | 1869 Palm Dr, Charlotte, NC, 28246 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-113292 | ENR | Mary N Russell | 1942-12-23 | UHC-42213-42 | 3094205832 | 6848 Jefferson Ave, Las Vegas, NV | 0.58 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+5 more |
| ENR-121399 | ENR | Mei F Espinoza | 2003-05-05 | UHC-99638-54 | 3728246592 | 7842 Baseline Rd, Gilbert, AZ, 85259 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedMember ID reformatted+5 more |
| ENR-100261 | ENR | Janice X Rivera | 1975-04-23 | UHC-27879-12 | 8125380707 | 708 Baseline Rd, Denver, CO, 80257 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedMember ID reformatted+5 more |
| ENR-141652 | ENR | Daniel R Ellis | 1968-05-25 | UHC-34394-18 | — | 9425 Sunset Blvd, San Antonio, TX, 78226 | 0.58 | Name re-casedDate of birth reformattedMember ID reformattedStreet suffix standardised+5 more |
| ENR-137037 | ENR | Nancy M Tuckeer | 1973-10-22 | UHC-74469-73 | 3292128455 | 3950 Valley View Dr, Houston, TX, 77094 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedMember ID reformatted+5 more |
| ENR-127075 | ENR | Linda P Banks | 1986-12-22 | UHC-50474-51 | 2808182550 | 8760 Camelback Rd, Scottsdale, AZ, 85289 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |