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-25443 | PRV | Sandra W Alexander | 2008-02-26 | — | 6833750889 | — | 0.90 | Name re-casedPhone reformattedEmail lower-casedWhitespace trimmed+1 more |
| PRV-26839 | PRV | Matthew Ferguson | 1995-03-20 | UHC-66125-48 | 5806281556 | 1582 Camelback Rd, Houston, TX, 77086 | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-27172 | PRV | Joseph Salazar | 1961-06-11 | UHC-42198-11 | 6534859138 | 8192 Sage Ct, Tucson, AZ, 85772 | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-24923 | PRV | Jerry Hall | 2000-04-25 | UHC-27759-66 | 9776046378 | 6492 Canyon Rd, Charlotte, NC, 28212 | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-21103 | PRV | Sean Carter | 1949-03-08 | — | 7396785895 | 7966 Grand Ave, Tucson, AZ, 85719 | 0.90 | Name re-casedPhone reformattedState code upper-casedWhitespace trimmed+1 more |
| PRV-23177 | PRV | Adam C Wilson | 1956-05-18 | UHC-39581-26 | 6155663239 | — | 0.90 | Date of birth reformattedPhone reformattedMember ID reformattedWhitespace trimmed+1 more |
| PRV-28626 | PRV | Alexis Ortiz | 1969-08-06 | — | 2165467010 | 9086 Hillcrest Rd, San Diego, CA, 92184 | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-29274 | PRV | Camila Cook | 1993-11-17 | UHC-38400-90 | 5407392334 | 8990 Willow Ct, San Diego, CA, 92184 | 0.90 | Name re-casedPhone reformattedMember ID reformattedWhitespace trimmed+1 more |
| PRV-28190 | PRV | Marcus Montgomery | 1966-02-07 | UHC-94734-12 | 7392227653 | 1942 Meadow Ln, Chandler, AZ, 85203 | 0.90 | Name re-casedPhone reformattedCity re-casedWhitespace trimmed+1 more |
| PRV-27741 | PRV | Christopher H Robinson | 1990-04-22 | — | 3142113859 | 2661 Valley View Dr, Los Angeles, CA, 90006 | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-25375 | PRV | Shirley Le | 2002-03-28 | UHC-24005-09 | 9148077555 | 7260 Market St, Mesa, AZ, 85220 | 0.90 | Date of birth reformattedPhone reformattedCity re-casedWhitespace trimmed+1 more |
| PRV-25991 | PRV | Frances P Valdez | 1957-04-24 | UHC-77875-73 | 2466061892 | — | 0.90 | Name re-casedPhone reformattedEmail lower-casedWhitespace trimmed+1 more |
| PRV-28807 | PRV | Patrick Garcia | 1994-01-23 | UHC-20619-89 | 8075762696 | 1341 Mesa Dr, Chandler, AZ, 85226 | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-24116 | PRV | Mdaison G Stone | 1980-10-02 | — | 4096645277 | 1621 Central Ave, Las Vegas, NV, 89196 | 0.90 | Date of birth reformattedPhone reformattedCity re-casedWhitespace trimmed+1 more |
| PRV-29277 | PRV | Henry Rojas | 1974-05-02 | — | 3472937102 | 7604 Hillcrest Rd, Tempe, AZ, 85216 | 0.90 | Name re-casedPhone reformattedCity re-casedWhitespace trimmed+1 more |
| PRV-28293 | PRV | Gregory Cruz | 1974-01-27 | — | 9865843553 | 5351 Market St, Jacksonville, FL, 32255 | 0.90 | Name re-casedPhone reformattedCity re-casedWhitespace trimmed+1 more |
| PRV-23925 | PRV | Kathy S Cruz | 1938-09-09 | UHC-40791-28 | 2522959065 | 3116 Baseline Rd, Gilbert, AZ, 85270 | 0.90 | Date of birth reformattedPhone reformattedCity re-casedWhitespace trimmed+1 more |
| PRV-23823 | PRV | Sara Stewart | 1945-02-20 | — | 7667114993 | — | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-28538 | PRV | Peter I Carlson | 1949-05-26 | — | 2592701194 | 206 Maple Ave, Tempe, AZ, 85230 | 0.90 | Date of birth reformattedPhone reformattedState code upper-casedWhitespace trimmed+1 more |
| PRV-29340 | PRV | Maria Moore | 1952-08-07 | UHC-35971-23 | 2069663752 | 3317 Lincoln Way, Atlanta, GA, 30369 | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-27383 | PRV | Joshua Gray | 1994-04-12 | — | 8249883339 | 1373 Lincoln Way, Sacramento, CA, 95872 | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-26791 | PRV | Priya Campbell | 1946-03-08 | UHC-62725-43 | 2305020740 | 310 Pine Dr, Chandler, AZ, 85235 | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-21679 | PRV | Anna Bennett | 1969-03-28 | UHC-77170-89 | 4875613684 | 2754 Desert Sky Blvd, Scottsdale, AZ, 85258 | 0.90 | Date of birth reformattedPhone reformattedEmail lower-casedWhitespace trimmed+1 more |
| PRV-23595 | PRV | Maria McDonald | 2008-06-24 | — | 7888941751 | — | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-22873 | PRV | Christian Lynch | 1948-12-03 | UHC-37248-01 | 2349623799 | 8524 Bayshore Dr, Austin, TX, 78716 | 0.90 | Date of birth reformattedPhone reformattedMember ID reformattedWhitespace trimmed+1 more |
| PRV-22540 | PRV | Susan Murphy | 1996-06-03 | UHC-71234-34 | 7576674321 | 1234 Broadway, Tempe, AZ, 85231 | 0.90 | Name re-casedPhone reformattedCity re-casedWhitespace trimmed+1 more |
| PRV-21489 | PRV | Debra Park | 1957-01-10 | — | 6353207478 | 2847 Spring St, Glendale, AZ, 85369 | 0.90 | Name re-casedDate of birth reformattedEmail lower-casedWhitespace trimmed+1 more |
| PRV-25169 | PRV | Donna A Evans | 1960-11-01 | UHC-46623-02 | 5206216393 | 4193 Forest Ave, Denver, CO, 80216 | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-23793 | PRV | Joyce K Fisher | 1974-05-01 | UHC-71280-23 | 6424829456 | 6729 Washington St, Chandler, AZ, 85205 | 0.90 | Date of birth reformattedPhone reformattedMember ID reformattedWhitespace trimmed+1 more |
| PRV-28461 | PRV | Christina Gonzalez | 1968-01-23 | — | 2084431625 | 87 Sage Ct, Jacksonville, FL, 32218 | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-28917 | PRV | Lucia Welch | 1987-03-03 | UHC-60974-69 | 5014514426 | 7565 Maple Ave, Plano, TX, 75030 | 0.90 | Name re-casedPhone reformattedCity re-casedWhitespace trimmed+1 more |
| PRV-25393 | PRV | Deborah Estrada | 1991-03-10 | — | 7318527594 | 5054 Park Pl, San Antonio, TX, 78210 | 0.90 | Name re-casedPhone reformattedCity re-casedWhitespace trimmed+1 more |
| PRV-22473 | PRV | Aisha Scott | 1950-09-05 | — | 9789081586 | — | 0.90 | Name re-casedPhone reformattedEmail lower-casedWhitespace trimmed+1 more |
| PRV-29379 | PRV | Jonathen Bishop | 1998-06-24 | UHC-27890-40 | 7253008403 | 5797 Desert Sky Blvd, Mesa, AZ, 85215 | 0.90 | Name re-casedPhone reformattedEmail lower-casedWhitespace trimmed+1 more |
| PRV-29418 | PRV | Alen S Lyynch | 1959-07-02 | UHC-97250-45 | 3839226600 | 7020 Elm St, Orlando, FL, 32886 | 0.90 | Phone reformattedCity re-casedState code upper-casedWhitespace trimmed+1 more |
| PRV-27375 | PRV | Jerry W Carlson | 1968-03-22 | — | 7747935492 | 6575 Market St, Orlando, FL, 32873 | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-22459 | PRV | Carol U Vazquez | 1949-01-12 | — | 9268387556 | — | 0.90 | Name re-casedDate of birth reformattedEmail lower-casedWhitespace trimmed+1 more |
| PRV-21915 | PRV | Yuki Santiago | 1941-04-09 | — | 4699762795 | — | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-23857 | PRV | Wayne T Piercce | 2007-03-17 | — | 2775076446 | 8049 Highland Ave, Dallas, TX, 75277 | 0.90 | Date of birth reformattedPhone reformattedCity re-casedWhitespace trimmed+1 more |
| PRV-26965 | PRV | Gabriel Nunez | 1974-07-16 | UHC-00967-47 | 4918642578 | 1549 Lake View Rd, Miami, FL, 33159 | 0.90 | Date of birth reformattedPhone reformattedEmail lower-casedWhitespace trimmed+1 more |
| PRV-20969 | PRV | Henry Cheryl | 1955-08-19 | UHC-97793-44 | 5987324108 | 4304 Canyon Rd, Tucson, AZ, 85764 | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-20968 | PRV | Henry Cheryl | 1955-08-19 | UHC-97793-44 | 5987324108 | 4304 Canyon Rd, Tucson, AZ, 85764 | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-25929 | PRV | Peter Reyes | 1944-10-12 | UHC-30205-67 | 9456969470 | 6145 Broadway, Denver, CO, 80228 | 0.90 | Phone reformattedAddress re-casedState code upper-casedWhitespace trimmed+1 more |
| PRV-21901 | PRV | Logan Powell | 1961-06-22 | UHC-51488-43 | — | 9821 Cedar Ln, Sacramento, CA, 95845 | 0.90 | Name re-casedCity re-casedEmail lower-casedWhitespace trimmed+1 more |
| PRV-28907 | PRV | Brittany Ferguson | 1944-05-18 | UHC-92938-61 | 3197434136 | 6556 Ocean Ave, San Diego, CA, 92127 | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-25530 | PRV | Cynthia Perkins | 1954-01-11 | — | 7882885535 | 3711 Mountain View Dr, Plano, TX, 75017 | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-21111 | PRV | Kenneth Tucker | 1947-04-12 | — | 2384297613 | 1345 Meadow Ln, Gilbert, AZ, 85250 | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-24761 | PRV | Christian Edwards | 1977-03-19 | — | 4458577107 | — | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-29035 | PRV | Christina S Jacobs | 1969-07-14 | UHC-14937-07 | 4656196844 | — | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-24065 | PRV | Allen Harold | 1982-05-24 | — | 7466087016 | — | 0.90 | Name re-casedPhone reformattedEmail lower-casedWhitespace trimmed+1 more |