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
Provider network, lowest dq score first
| Record | Source | Name | DOB | Member ID | Phone | Address | Quality score | Flags |
|---|---|---|---|---|---|---|---|---|
| PRV-27793 | PRV | Jennifer Murray | 1949-07-08 | — | 3808337421 | 4105 Apache Blvd, Gilbert, AZ, 85268 | 0.62 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-27401 | PRV | Eric Fowler | 2000-03-07 | UHC-11863-83 | 6315355894 | 3681 Market St, Denver, CO, 80281 | 0.62 | Phone reformattedMember ID reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-27402 | PRV | Eric Fowler | 2000-03-07 | UHC-11863-83 | 6315355894 | 3681 Market St, Denver, CO, 80281 | 0.62 | Phone reformattedMember ID reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-22682 | PRV | Emma Spencer | 1943-06-15 | UHC-81963-03 | 6626947590 | 8003 Market St, Orlando, FL, 32818 | 0.62 | Phone reformattedStreet suffix standardisedAddress re-casedState code upper-cased+3 more |
| PRV-25613 | PRV | Ashley Black | 1979-05-21 | UHC-06518-66 | 2949464773 | 9803 Harbor Blvd, Orlando, FL, 32838 | 0.62 | Name re-casedPhone reformattedSSN last four extractedStreet suffix standardised+3 more |
| PRV-22302 | PRV | Benjmain R Taylor | 1985-01-15 | UHC-56897-70 | 5406899345 | 6028 Maple Ave, Houston, TX, 77028 | 0.62 | Name re-casedStreet suffix standardisedAddress re-casedCity re-cased+3 more |
| PRV-29109 | PRV | Yuik L Peters | 1993-07-02 | — | 4433791540 | 7982 River Rd, Atlanta, GA, 30354 | 0.64 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-29082 | PRV | Sharun Lewis | 1982-06-20 | UHC-19056-83 | 9035266511 | 7383 Central Ave, Houston, TX, 77018 | 0.64 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-27013 | PRV | Doris P Kign | 1976-07-06 | — | — | 1377 Indian School Rd, Tampa, FL, 33644 | 0.64 | Name re-casedStreet suffix standardisedAddress re-casedState name converted to code+2 more |
| PRV-25884 | PRV | Arthur Munoz | 1956-01-04 | — | 5238035252 | 4160 Sage Ct, Tampa, FL | 0.64 | Phone reformattedStreet suffix standardisedAddress re-casedZIP missing+2 more |
| PRV-23563 | PRV | Edward Coleman | 1971-11-17 | UHC-77392-61 | 6329700454 | 7471 Washington St, Denver, CO, 80222 | 0.64 | Name re-casedPhone reformattedMember ID reformattedState name converted to code+2 more |
| PRV-21544 | PRV | Branodn Hansen | 1979-03-20 | — | 7959480557 | 4589 Mesa Dr, Chandler, AZ | 0.64 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-23319 | PRV | Rachel Harrison | 1956-09-25 | — | 6515175655 | 5938 Cedar Ln, Eden Prairie, MN, 55366 | 0.64 | Name split from “Last, First”Date of birth reformattedPhone reformattedState name converted to code+2 more |
| PRV-24772 | PRV | Elijah R Price | 1986-12-26 | UHC-50102-32 | 2323159074 | 3333 Palm Dr, Phoenix, AZ, 85024 | 0.64 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-26189 | PRV | Kathleen U Clark | 1981-08-17 | UHC-96127-46 | — | 3451 Sunset Blvd, Orlando, FL, 32860 | 0.64 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-21177 | PRV | Maria Allen | 1963-12-08 | UHC-56210-79 | 8012015427 | 4502 Hillcrest Rd, Phoenix, AZ, 85052 | 0.64 | Name split from “Last, First”Date of birth reformattedPhone reformattedStreet suffix standardised+2 more |
| PRV-21593 | PRV | Ann Simpson | 1975-01-13 | — | 4268308851 | 63 Indian School Rd, Tempe, AZ, 85297 | 0.64 | Name split from “Last, First”Phone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-27231 | PRV | Bruce Burke | 1979-08-05 | UHC-27034-47 | — | 8889 Canyon Rd, Tucson, AZ, 85730 | 0.64 | Name re-casedTwo-digit birth yearStreet suffix standardisedAddress re-cased+2 more |
| PRV-22509 | PRV | Priya Ray | 1985-09-26 | UHC-69452-31 | 5644196221 | 727 Canyon Rd, Denver, CO, 80252 | 0.64 | Phone reformattedStreet suffix standardisedAddress re-casedGender normalised+2 more |
| PRV-25772 | PRV | Pamela Vazquez | 1951-08-15 | — | 6745164540 | 2911 Sunset Blvd, Nashville, TN, 37236 | 0.64 | Name split from “Last, First”Phone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-26047 | PRV | Ahmed Q Muurray | 2003-08-15 | UHC-96357-86 | 7615711929 | 5856 Sunset Blvd, Eden Prairie, MN, 55339 | 0.64 | Phone reformattedStreet suffix standardisedAddress re-casedGender normalised+2 more |
| PRV-21799 | PRV | Stephen D Simpson | 1999-12-10 | UHC-28570-29 | 8766063654 | 4833 Willow Ct Apt 40, Sacramento, CA, 95891 | 0.64 | Phone reformattedMember ID reformattedUnit split from streetStreet suffix standardised+2 more |
| PRV-20781 | PRV | Sanrda K Wallace | 1943-05-15 | — | 6383857939 | 9327 Lincoln Way, Mesa, AZ, 85228 | 0.64 | Name re-casedPhone reformattedZIP+4 trimmedGender normalised+2 more |
| PRV-25731 | PRV | Cheryl Brown | 2005-07-19 | — | — | 872 Willow Ct Apt 37, Las Vegas, NV, 89105 | 0.64 | Date of birth reformattedUnit split from streetStreet suffix standardisedAddress re-cased+2 more |
| PRV-24941 | PRV | Kayla Murray | 1988-09-07 | — | 9564426103 | 6435 Palm Dr, Mesa, AZ | 0.64 | Name re-casedStreet suffix standardisedAddress re-casedZIP missing+2 more |
| PRV-24781 | PRV | Ryan Elliott | 1962-07-01 | — | 8323083910 | 5526 Sunset Blvd, San Antonio, TX, 78260 | 0.64 | Two-digit birth yearPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-20792 | PRV | George Knight | 1998-04-09 | — | 6864390158 | 7834 Canyon Rd, Los Angeles, CA, 90070 | 0.64 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-20592 | PRV | Santiago Banks | 1956-06-22 | — | — | 3079 Highland Ave, Scottsdale, AZ, 85224 | 0.64 | Date of birth reformattedStreet suffix standardisedAddress re-casedEmail lower-cased+2 more |
| PRV-22528 | PRV | William A Hayes | 1986-09-28 | UHC-40174-16 | 2172709195 | 5354 Maple Ave, Tampa, FL, 33690 | 0.64 | Phone reformattedStreet suffix standardisedAddress re-casedEmail lower-cased+2 more |
| PRV-24962 | PRV | Robert Vargas | 1940-08-18 | — | 8217201848 | 7375 Baseline Rd, Jacksonville, FL, 32228 | 0.64 | Phone reformattedStreet suffix standardisedAddress re-casedState name converted to code+2 more |
| PRV-27916 | PRV | Catherine S Johnson | 1947-05-23 | UHC-09489-58 | 6359917157 | 9299 Palm Dr, Seattle, WA, 98170 | 0.64 | Two-digit birth yearPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-20824 | PRV | Alexander V Contreras | — | UHC-84406-53 | 8327015035 | 9114 Camelback Rd, Eden Prairie, MN, 55379 | 0.64 | Date of birth unreadablePhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-25941 | PRV | Gabriel Thompson | 1962-10-09 | UHC-12785-40 | 2478706650 | 6602 Valley View Dr, San Antonio, TX, 78273 | 0.64 | Phone reformattedStreet suffix standardisedAddress re-casedZIP+4 trimmed+2 more |
| PRV-24278 | PRV | Donald Luna | 1971-01-26 | — | — | 9766 Washington St, San Diego, CA, 92137 | 0.64 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-21032 | PRV | Dylan D White | 1939-01-15 | — | 8547426782 | 7746 Mountain View Dr, Houston, TX, 77050 | 0.64 | Two-digit birth yearPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-23478 | PRV | Yuki E Hunter | 1998-10-08 | — | 8896057324 | 730 Forest Ave, Fresno, CA, 93780 | 0.64 | Date of birth reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-23234 | PRV | Beverly Wilson | 1994-07-13 | UHC-95133-67 | 6424395390 | 554 Pine Dr, Atlanta, GA, 30349 | 0.64 | Name split from “Last, First”Date of birth reformattedPhone reformattedStreet suffix standardised+2 more |
| PRV-20943 | PRV | Brenda Robertson | 1943-11-07 | — | — | 8721 River Rd, Minneapolis, MN, 55402 | 0.64 | Date of birth reformattedPhone missing area codeStreet suffix standardisedAddress re-cased+2 more |
| PRV-26508 | PRV | Kimberly G Hoffman | 1949-03-15 | — | — | 1843 Mountain View Dr, Houston, TX, 77025 | 0.64 | Two-digit birth yearStreet suffix standardisedAddress re-casedEmail lower-cased+2 more |
| PRV-21836 | PRV | Janice Ells | 1972-04-17 | — | 2313540359 | 8233 Valley View Dr, Seattle, WA, 98153 | 0.64 | Street suffix standardisedAddress re-casedCity re-casedGender normalised+2 more |
| PRV-29483 | PRV | Luis Jones | 1948-05-16 | UHC-28777-79 | 9778047251 | 2298 Sage Ct, Phoenix, AZ, 85096 | 0.64 | Two-digit birth yearPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-20340 | PRV | Elizebeth G West | 1964-07-01 | — | 3665091188 | 9763 Apache Blvd, San Antonio, TX, 78294 | 0.64 | Date of birth reformattedStreet suffix standardisedAddress re-casedGender normalised+2 more |
| PRV-20341 | PRV | Elizebeth G West | 1964-07-01 | — | 3665091188 | 9763 Apache Blvd, San Antonio, TX, 78294 | 0.64 | Date of birth reformattedStreet suffix standardisedAddress re-casedGender normalised+2 more |
| PRV-27350 | PRV | Brittany Alvarado | 1991-09-17 | UHC-89357-17 | 5975826766 | 7794 Baseline Rd, Phoenix, AZ, 85044 | 0.64 | Name split from “Last, First”Phone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-25308 | PRV | Valentina M Hayes | 1952-04-28 | UHC-86120-56 | 2417407827 | 6380 Washington St, Scottsdale, AZ, 85229 | 0.64 | Phone reformattedStreet suffix standardisedAddress re-casedState name converted to code+2 more |
| PRV-26395 | PRV | Arjun Hansen | 2001-05-27 | — | 7488549079 | 4213 Spring St, Minneapolis, MN, 55428 | 0.64 | Two-digit birth yearPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-26009 | PRV | Billy Valdez | 1968-12-02 | — | 4548323745 | 1459 Hillcrest Rd, Glendale, AZ, 85310 | 0.64 | Name re-casedDate of birth reformattedCity re-casedState name converted to code+2 more |
| PRV-25829 | PRV | Sarah Nelson | 1981-10-23 | — | — | 2553 Canyon Rd Apt 25, Eden Prairie, MN, 55345 | 0.64 | Name re-casedUnit split from streetCity re-casedEmail lower-cased+2 more |
| PRV-21802 | PRV | Bobby Q Medina | 1981-03-07 | UHC-80283-64 | 5973759403 | 4451 Desert Sky Blvd, Charlotte, NC, 28243 | 0.64 | Name re-casedTwo-digit birth yearStreet suffix standardisedAddress re-cased+2 more |
| PRV-23942 | PRV | Yuki Patel | 1970-03-23 | UHC-54511-33 | 8776403575 | 4070 Baseline Rd, Chandler, AZ, 85210 | 0.64 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |