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-27507 | PRV | Nancy Gibson | 1977-06-23 | UHC-33101-19 | 5344699459 | 8766 Indian School Rd, Las Vegas, NV, 89149 | 0.78 | Date of birth reformattedStreet suffix standardisedAddress re-casedWhitespace trimmed+1 more |
| PRV-22323 | PRV | Bobby Dixon | 1958-01-25 | — | 6504333180 | 2777 Washington St, Dallas, TX, 75278 | 0.78 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+1 more |
| PRV-28509 | PRV | Isabella Schmidt | 1970-02-22 | — | 6229878960 | 8440 Ridge Rd, Glendale, AZ, 85369 | 0.78 | Street suffix standardisedAddress re-casedCity re-casedWhitespace trimmed+1 more |
| PRV-21322 | PRV | Kathleen Guzman | 2004-11-07 | UHC-40091-84 | 5015225365 | — | 0.78 | Name split from “Last, First”Date of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-20747 | PRV | Carl S Watson | 1942-06-01 | UHC-93057-38 | 8743462772 | 2747 Mountain View Dr, Jacksonville, FL, 32262 | 0.78 | Phone reformattedStreet suffix standardisedAddress re-casedWhitespace trimmed+1 more |
| PRV-23831 | PRV | Karen K Barnes | 1993-08-22 | — | 4935402982 | 8434 Elm St, Denver, CO, 80299 | 0.78 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-24627 | PRV | Charles Fowler | 1963-05-20 | — | 9655437918 | 3451 Mountain View Dr, Mesa, AZ, 85269 | 0.78 | Name re-casedStreet suffix standardisedAddress re-casedPlan code upper-cased+1 more |
| PRV-23650 | PRV | Evelyn Stewart | 1997-03-04 | — | 9894851253 | 8320 Union St, Atlanta, GA, 30332 | 0.78 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-22983 | PRV | Emmma Campbell | 1971-11-15 | UHC-47039-85 | — | 4875 Central Ave, Mesa, AZ, 85268 | 0.78 | Street suffix standardisedAddress re-casedCity re-casedWhitespace trimmed+1 more |
| PRV-24124 | PRV | Angela Espinoza | 2005-12-14 | UHC-85864-70 | 4256206749 | — | 0.78 | Name re-casedTwo-digit birth yearMember ID reformattedWhitespace trimmed+1 more |
| PRV-27008 | PRV | Lisa M Kennedy | 1957-11-10 | — | 6519345047 | 5138 Harbor Blvd, Mesa, AZ, 85204 | 0.78 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-20249 | PRV | Camila Tran | 1973-11-02 | — | 8637311081 | 5949 Park Pl, Mesa, AZ, 85228 | 0.78 | Phone reformattedStreet suffix standardisedAddress re-casedWhitespace trimmed+1 more |
| PRV-25867 | PRV | Douglas Rice | 1968-09-12 | UHC-71875-98 | 8242225479 | 6348 Pine Dr, Chandler, AZ, 85274 | 0.78 | Name re-casedDate of birth reformattedMember ID reformattedGender normalised+1 more |
| PRV-24807 | PRV | Anthony H Rodriguez | 2002-10-08 | UHC-83511-59 | — | 1004 Palm Dr, Minneapolis, MN, 55457 | 0.78 | Street suffix standardisedAddress re-casedCity re-casedWhitespace trimmed+1 more |
| PRV-22610 | PRV | Paul Patel | 1969-07-13 | — | 5283493801 | 9164 Union St, Sacramento, CA, 95802 | 0.78 | Date of birth reformattedStreet suffix standardisedAddress re-casedWhitespace trimmed+1 more |
| PRV-27541 | PRV | Omar Valdez | 1961-04-21 | UHC-08703-94 | 7395475822 | 6802 Highland Ave, Scottsdale, AZ, 85215 | 0.78 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-27540 | PRV | Omar Valdez | 1961-04-21 | UHC-08703-94 | 7395475822 | 6802 Highland Ave, Scottsdale, AZ, 85215 | 0.78 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-21905 | PRV | Aaron Obrien | 1967-10-21 | — | 2449088405 | 2467 Central Ave, Chandler, AZ, 85277 | 0.78 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-21904 | PRV | Aaron Obrien | 1967-10-21 | — | 2449088405 | 2467 Central Ave, Chandler, AZ, 85277 | 0.78 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-24576 | PRV | Vincent Bishop | 1941-07-16 | UHC-65761-48 | 2245069724 | 6350 Jefferson Ave, Charlotte, NC, 28215 | 0.78 | Phone reformattedStreet suffix standardisedAddress re-casedWhitespace trimmed+1 more |
| PRV-20811 | PRV | Li Gerald | 1954-12-24 | UHC-76640-91 | 7913213625 | 2913 Apache Blvd, Gilbert, AZ, 85201 | 0.78 | Date of birth reformattedPhone reformattedZIP+4 trimmedWhitespace trimmed+1 more |
| PRV-25173 | PRV | Rachel Webb | 2001-04-13 | — | 3127625131 | 5298 Maple Ave, Atlanta, GA, 30378 | 0.78 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-21761 | PRV | Gerald Richardson | 1957-04-11 | — | — | 1747 Sage Ct, Gilbert, AZ, 85254 | 0.78 | Street suffix standardisedAddress re-casedState code upper-casedEmail lower-cased+1 more |
| PRV-26164 | PRV | Ana Gordon | 1985-02-13 | — | 7134699142 | 4498 Washington St, Columbus, OH, 43210 | 0.78 | Phone reformattedStreet suffix standardisedAddress re-casedWhitespace trimmed+1 more |
| PRV-29213 | PRV | Russell Munoz | 1963-01-27 | UHC-30448-14 | 5286990617 | 5968 Spring St, Seattle, WA, 98171 | 0.78 | Name re-casedStreet suffix standardisedAddress re-casedWhitespace trimmed+1 more |
| PRV-29212 | PRV | Russell Munoz | 1963-01-27 | UHC-30448-14 | 5286990617 | 5968 Spring St, Seattle, WA, 98171 | 0.78 | Name re-casedStreet suffix standardisedAddress re-casedWhitespace trimmed+1 more |
| PRV-20892 | PRV | Judith Rivera | 1968-04-15 | UHC-20415-76 | 9057262201 | 5604 Ridge Rd, Los Angeles, CA, 90005 | 0.78 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-25547 | PRV | Paul E White | 1995-03-22 | — | 9138684896 | — | 0.78 | Name re-casedPhone reformattedGender normalisedWhitespace trimmed+1 more |
| PRV-25078 | PRV | Christine F Davis | 1968-04-16 | — | 9487277411 | 5608 Lincoln Way, Dallas, TX, 75252 | 0.78 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-20777 | PRV | Ralph K Cunningham | 1969-04-16 | — | 9744194940 | 3821 Spring St, Orlando, FL, 32833 | 0.78 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+1 more |
| PRV-21606 | PRV | Brian Martin | 1955-12-12 | — | 2929755523 | 8828 Cedar Ln, Seattle, WA, 98113 | 0.78 | Name re-casedPhone reformattedGender normalisedWhitespace trimmed+1 more |
| PRV-24208 | PRV | Raymond Lucas | 1980-04-23 | — | 6575071479 | 4336 Washington St, Phoenix, AZ, 85026 | 0.78 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-25584 | PRV | Joe Fox | 1969-04-05 | UHC-72012-65 | 5587681049 | 62 Broadway, Mesa, AZ | 0.78 | Phone reformattedAddress re-casedZIP missingWhitespace trimmed+1 more |
| PRV-29070 | PRV | Daniel Mejia | 1965-07-17 | — | 8766420344 | 7763 Ocean Ave, Columbus, OH, 43222 | 0.78 | Name re-casedCity re-casedGender normalisedWhitespace trimmed+1 more |
| PRV-20189 | PRV | Brian Hughes | 1973-09-07 | — | 4678898577 | 2261 Mesa Dr, Dallas, TX, 75287 | 0.78 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+1 more |
| PRV-26665 | PRV | Carl Brns | 1967-04-08 | — | 5543241443 | 8720 Highland Ave, Glendale, AZ, 85393 | 0.78 | Phone reformattedStreet suffix standardisedAddress re-casedWhitespace trimmed+1 more |
| PRV-24119 | PRV | Maria Little | 1995-08-17 | — | — | 8543 Ridge Rd, Charlotte, NC, 28284 | 0.78 | Name re-casedStreet suffix standardisedAddress re-casedWhitespace trimmed+1 more |
| PRV-29061 | PRV | Natalie Medina | 1963-09-06 | — | 4893294533 | 9112 River Rd, Columbus, OH, 43250 | 0.78 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-24755 | PRV | Doris M Anderson | 1940-06-16 | — | 4764683227 | 5796 Broadway, Sacramento, CA, 95828 | 0.78 | Name split from “Last, First”Date of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-23354 | PRV | Brenda Y Montgomery | 1990-01-10 | UHC-06242-21 | 2159996590 | 8095 Grand Ave, Los Angeles, CA, 90071 | 0.78 | Date of birth reformattedPhone reformattedState name converted to codeWhitespace trimmed+1 more |
| PRV-25932 | PRV | Brittany Adams | 2005-06-11 | UHC-46200-50 | 5989978463 | — | 0.78 | Date of birth reformattedPhone reformattedGender normalisedWhitespace trimmed+1 more |
| PRV-28522 | PRV | Martha Herrera | 1956-06-01 | UHC-70389-89 | 3229670616 | 1696 Park Pl, Los Angeles, CA, 90054 | 0.78 | Name re-casedPhone reformattedCity re-casedZIP+4 trimmed+1 more |
| PRV-24775 | PRV | Danielle Foster | 1954-06-27 | UHC-72462-66 | 8375395481 | 4979 Sage Ct, Orlando, FL | 0.78 | Name re-casedPhone reformattedZIP missingWhitespace trimmed+1 more |
| PRV-26903 | PRV | Kathleen O Edwards | — | — | 9648259461 | — | 0.78 | Name re-casedDate of birth missingPhone reformattedWhitespace trimmed+1 more |
| PRV-29406 | PRV | Denise Morales | 1952-09-16 | UHC-22051-95 | 2914943140 | 6636 Meadow Ln, Charlotte, NC, 28220 | 0.78 | Name re-casedStreet suffix standardisedAddress re-casedWhitespace trimmed+1 more |
| PRV-23070 | PRV | Victoria Contreras | 1974-07-19 | — | 5102282443 | 7228 Baseline Rd, Orlando, FL, 32817 | 0.78 | Phone reformattedStreet suffix standardisedAddress re-casedState code upper-cased+1 more |
| PRV-28645 | PRV | Victoria Gray | 1978-09-01 | UHC-19111-25 | 5256166349 | 580 Sage Ct, Eden Prairie, MN, 55334 | 0.78 | Phone reformattedStreet suffix standardisedAddress re-casedWhitespace trimmed+1 more |
| PRV-29020 | PRV | Pamela Wheeler | 1971-02-19 | UHC-85700-76 | 9095926975 | 8244 Park Pl, Chandler, AZ, 85270 | 0.78 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-28951 | PRV | Willie I Sims | 1959-05-14 | — | 3835495239 | 3094 Hillcrest Rd, Plano, TX, 75032 | 0.78 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-23289 | PRV | Mariana Hert | 1950-10-09 | UHC-94804-40 | 6403280672 | 4835 Pine Dr, Scottsdale, AZ, 85211 | 0.78 | Phone reformattedStreet suffix standardisedAddress re-casedState code upper-cased+1 more |