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-25495 | PRV | Ralph A Cruz | 1958-06-07 | UHC-08000-40 | 6579469524 | 2076 Highland Ave, Phoenix, AZ, 85068 | 0.78 | Name re-casedStreet suffix standardisedAddress re-casedWhitespace trimmed+1 more |
| PRV-25194 | PRV | Janice Perry | 2001-11-11 | UHC-27746-87 | 9502029778 | 112 Highland Ave, Eden Prairie, MN, 55327 | 0.78 | Date of birth reformattedStreet suffix standardisedAddress re-casedWhitespace trimmed+1 more |
| PRV-22265 | PRV | Emma A Graham | 1978-09-13 | — | 2464621374 | 6542 Central Ave, Glendale, AZ, 85306 | 0.78 | Phone reformattedStreet suffix standardisedAddress re-casedWhitespace trimmed+1 more |
| PRV-28785 | PRV | Mateo Gardner | 1991-11-03 | UHC-88333-70 | — | 2185 Market St, Minneapolis, MN, 55468 | 0.78 | Name re-casedStreet suffix standardisedAddress re-casedWhitespace trimmed+1 more |
| PRV-29398 | PRV | Alan Warren | 1946-09-10 | — | 3213403999 | 7316 Valley View Dr, Chandler, AZ, 85285 | 0.78 | Phone reformattedEmail lower-casedGender normalisedWhitespace trimmed+1 more |
| PRV-24441 | PRV | Grace Jenkins | 1999-10-08 | — | 6244733419 | 4259 Sage Ct, Tampa, FL, 33608 | 0.78 | Phone reformattedStreet suffix standardisedAddress re-casedWhitespace trimmed+1 more |
| PRV-21052 | PRV | Jessica Berry | 1982-06-25 | UHC-02004-26 | 2193622562 | 8958 Bayshore Dr, Orlando, FL, 32826 | 0.78 | Street suffix standardisedAddress re-casedEmail lower-casedWhitespace trimmed+1 more |
| PRV-24095 | PRV | Fatima Y Nunez | 1947-06-14 | UHC-68443-71 | 9732322916 | 9002 Maple Ave, Glendale, AZ, 85307 | 0.78 | Name split from “Last, First”Date of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-20184 | PRV | Jacqueline Lawrence | 2007-06-11 | — | 5248002302 | 8326 Desert Sky Blvd, Eden Prairie, MN | 0.78 | Name re-casedDate of birth reformattedZIP missingWhitespace trimmed+1 more |
| PRV-25429 | PRV | Joan Anderson | 1968-07-17 | — | — | — | 0.78 | Name re-casedGender normalisedPlan code upper-casedWhitespace trimmed+1 more |
| PRV-24563 | PRV | Arjun K Chaevz | 1979-07-17 | — | 9826161875 | 3090 Apache Blvd, Tucson, AZ, 85770 | 0.78 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+1 more |
| PRV-24011 | PRV | Evelyn Coleman | 1996-03-11 | — | 6764871565 | 7025 Spring St # 995, Scottsdale, AZ, 85257 | 0.78 | Name re-casedPhone reformattedUnit split from streetState code upper-cased+1 more |
| PRV-22535 | PRV | Cynthia Chan | 2008-03-08 | — | 4309762568 | 7374 Lake View Rd, Charlotte, NC, 28200 | 0.78 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-23335 | PRV | Shirley Jensen | 1957-03-15 | — | 4489268805 | 3189 Pine Dr, Glendale, AZ, 85375 | 0.78 | Name re-casedPhone reformattedGender normalisedWhitespace trimmed+1 more |
| PRV-20454 | PRV | Lawrence B Tucker | 1983-12-11 | — | 3543047288 | 1664 Valley View Dr, Plano, TX, 75024 | 0.78 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-23432 | PRV | Julia Adams | 1962-04-13 | UHC-29398-05 | 6208274753 | — | 0.78 | Name split from “Last, First”Date of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-20240 | PRV | Billy Thomas | 1961-12-16 | UHC-23266-84 | 7184032127 | 394 Cedar Ln, Mesa, AZ | 0.78 | Name re-casedPhone reformattedCity re-casedZIP missing+1 more |
| PRV-22798 | PRV | Alice Watson | 1956-04-02 | UHC-88399-93 | — | 4795 Grand Ave, San Antonio, TX, 78251 | 0.78 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-22477 | PRV | Evelyn Oliver | 1968-04-04 | — | 5412722182 | 4670 Maple Ave, Chandler, AZ, 85289 | 0.78 | Phone reformattedCity re-casedState code upper-casedGender normalised+1 more |
| PRV-24597 | PRV | Lori Roberts | 1999-01-04 | — | 3614702211 | 9741 Canyon Rd, Houston, TX, 77071 | 0.78 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-28029 | PRV | Mari P Bryant | 1966-11-22 | UHC-26238-20 | 4338030541 | 756 Cedar Ln, Scottsdale, AZ, 85241 | 0.78 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-22777 | PRV | Michael Luna | 2003-11-16 | — | 5522820674 | 1256 Broadway, Atlanta, GA, 30306 | 0.78 | Name re-casedDate of birth reformattedPhone reformattedGender normalised+1 more |
| PRV-24983 | PRV | Diego Bradley | 1938-08-04 | — | 8483218084 | 7044 Meadow Ln, Houston, TX, 77074 | 0.78 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-28593 | PRV | Joseph Riley | 1974-11-28 | — | — | 6915 Hillcrest Rd, Gilbert, AZ, 85223 | 0.78 | Date of birth reformattedStreet suffix standardisedAddress re-casedWhitespace trimmed+1 more |
| PRV-23370 | PRV | Emily Y Guzman | 1938-01-16 | — | 9572548194 | 88 Sage Ct, Gilbert, AZ, 85204 | 0.78 | Phone reformattedStreet suffix standardisedAddress re-casedWhitespace trimmed+1 more |
| PRV-28988 | PRV | Angela I Nelson | 1947-08-01 | — | — | 982 Harbor Blvd, Atlanta, GA, 30337 | 0.78 | Street suffix standardisedAddress re-casedEmail lower-casedWhitespace trimmed+1 more |
| PRV-21677 | PRV | Hanson Diego | 2000-08-03 | — | 4893091213 | 3400 Broadway # 333, Mesa, AZ, 85275 | 0.78 | Date of birth reformattedPhone reformattedUnit split from streetWhitespace trimmed+1 more |
| PRV-20041 | PRV | Gloria T Walsh | 1941-06-11 | — | 8487982440 | 7387 Elm St, Chandler, AZ, 85204 | 0.78 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-24504 | PRV | Camila Brown | 1951-11-17 | — | 6099803556 | 3113 Forest Ave, Orlando, FL, 32832 | 0.78 | Phone reformattedStreet suffix standardisedAddress re-casedWhitespace trimmed+1 more |
| PRV-24595 | PRV | Gregory Howard | 1941-03-20 | — | 8202439409 | 101 Main St, Tucson, AZ, 85777 | 0.78 | Phone reformattedStreet suffix standardisedAddress re-casedWhitespace trimmed+1 more |
| PRV-20979 | PRV | Ryan Patel | 2008-04-15 | UHC-56279-29 | 5068686599 | 2016 Pine Dr, San Antonio, TX, 78270 | 0.78 | Date of birth reformattedPhone reformattedMember ID reformattedState name converted to code+1 more |
| PRV-26546 | PRV | Lori Robinson | 1955-05-14 | UHC-28139-43 | 9885457599 | 1793 Mountain View Dr, Tampa, FL, 33627 | 0.78 | Name re-casedStreet suffix standardisedAddress re-casedCity re-cased+1 more |
| PRV-26715 | PRV | Pamela Hayes | 1964-02-25 | UHC-52829-16 | 8894170874 | 2372 Elm St, San Diego, CA, 92174 | 0.78 | Date of birth reformattedStreet suffix standardisedAddress re-casedWhitespace trimmed+1 more |
| PRV-27765 | PRV | Joshua White | 1941-04-09 | UHC-26246-17 | 2104142977 | 7062 Elm St, Miami, FL, 33175 | 0.78 | Name split from “Last, First”Date of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-28355 | PRV | Janet R Ramos | 1989-02-07 | — | 3083798189 | 736 Palm Dr, Fresno, CA, 93773 | 0.78 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+1 more |
| PRV-25755 | PRV | Olivia Franklin | 2003-08-18 | UHC-89046-15 | 2308304907 | 2718 Palm Dr, Seattle, WA, 98101 | 0.78 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-26908 | PRV | Jacqueline Ramirez | 1995-07-09 | — | — | 1601 Washington St, Tempe, AZ, 85247 | 0.78 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-24045 | PRV | Kelly Duncan | 1978-09-20 | — | 6864764460 | 9867 Oak St, Tampa, FL, 33688 | 0.78 | Name re-casedPhone reformattedGender normalisedWhitespace trimmed+1 more |
| PRV-26065 | PRV | Brenda Adams | 1953-06-22 | UHC-68921-36 | 5278476230 | 9136 Desert Sky Blvd, Orlando, FL, 32846 | 0.78 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-27702 | PRV | Maggie Valdez | 2003-10-16 | — | 5485360070 | 1601 Jefferson Ave, San Antonio, TX, 78200 | 0.78 | Name re-casedStreet suffix standardisedAddress re-casedWhitespace trimmed+1 more |
| PRV-21284 | PRV | Cynthia Rojas | 1979-06-02 | — | 9749992783 | 5677 Mesa Dr, Charlotte, NC, 28264 | 0.78 | Street suffix standardisedAddress re-casedState code upper-casedWhitespace trimmed+1 more |
| PRV-27038 | PRV | Diana Agiular | 2003-11-20 | UHC-20499-18 | 5216155886 | 2189 Jefferson Ave, Eden Prairie, MN, 55348 | 0.78 | Phone reformattedStreet suffix standardisedAddress re-casedWhitespace trimmed+1 more |
| PRV-27965 | PRV | Samuel Wheeler | 1999-12-19 | UHC-26647-40 | 2183959334 | 889 Cedar Ln, San Antonio, TX, 78201 | 0.78 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-20158 | PRV | Harold X Carter | 1939-02-03 | — | — | 5029 Lincoln Way, Phoenix, AZ, 85020 | 0.78 | Date of birth reformattedStreet suffix standardisedAddress re-casedCity re-cased+1 more |
| PRV-25127 | PRV | Dorothy U Diaz | 1979-02-20 | — | — | 8960 Willow Ct, Austin, TX, 78767 | 0.78 | Name re-casedStreet suffix standardisedAddress re-casedCity re-cased+1 more |
| PRV-24088 | PRV | Michael Lucas | 1965-08-11 | — | 8585732125 | 1524 Highland Ave # 175, Eden Prairie, MN, 55329 | 0.78 | Name re-casedPhone reformattedUnit split from streetCity re-cased+1 more |
| PRV-23671 | PRV | Melissa Dixon | 1993-11-16 | UHC-54897-01 | 2856232365 | — | 0.78 | Date of birth reformattedMember ID reformattedGender normalisedWhitespace trimmed+1 more |
| PRV-29466 | PRV | Jeremy Murphy | 1938-01-10 | UHC-74188-97 | — | 2694 Ocean Ave, Miami, FL, 33148 | 0.78 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-26429 | PRV | Timothy I Sullivan | 1992-05-26 | — | 3903477696 | 5317 Washington St, Charlotte, NC | 0.78 | Date of birth reformattedPhone reformattedZIP missingWhitespace trimmed+1 more |
| PRV-23226 | PRV | Brittany F Munoz | 1948-04-17 | — | 7228508677 | 1220 Desert Sky Blvd, Houston, TX, 77015 | 0.78 | Date of birth reformattedCity re-casedZIP+4 trimmedWhitespace trimmed+1 more |