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-28191 | PRV | Aaron Reid | 1968-04-25 | — | 7645795913 | 1642 Apache Blvd, Miami, FL, 33146 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-22705 | PRV | Mary Ross | 1970-03-28 | — | — | 7635 Harbor Blvd, Las Vegas, NV, 89116 | 0.76 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-25494 | PRV | Miller S Santiago | 1996-07-17 | UHC-18873-04 | 4508456758 | 161 Broadway, Scottsdale, AZ, 85210 | 0.76 | Phone reformattedAddress re-casedState code upper-casedGender normalised+2 more |
| PRV-23383 | PRV | Ethan Taylor | 1961-01-06 | UHC-92353-02 | 4448375219 | 6658 Highland Ave, Austin, TX, 78739 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-21051 | PRV | Jen Anderson | 1975-07-27 | UHC-24465-07 | 4234490921 | 3368 Willow Ct, Orlando, FL, 32893 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-29162 | PRV | Ryan T Anderson | 1999-10-17 | UHC-78959-95 | 5563823951 | 1852 Main St, Las Vegas, NV, 89111 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-21339 | PRV | Sean Torres | 1939-04-18 | UHC-30998-65 | 6906765655 | 1225 Park Pl, Las Vegas, NV, 89121 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-25287 | PRV | John B Hernandez | 2001-09-16 | — | 9772230676 | 5504 Desert Sky Blvd, Denver, CO, 80203 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-22714 | PRV | Carol Lane | 1956-06-01 | — | 5757499827 | 7896 Willow Ct, Mesa, AZ, 85250 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-26179 | PRV | Angela Lee | 1983-06-07 | UHC-45982-35 | 9624405853 | 7108 Meadow Ln, Sacramento, CA, 95803 | 0.76 | Name split from “Last, First”Date of birth reformattedPhone reformattedCity re-cased+2 more |
| PRV-23604 | PRV | Beverly Y Hunt | 1984-05-06 | — | 3373336093 | 1902 Maple Ave, Gilbert, AZ, 85246 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedState name converted to code+2 more |
| PRV-21727 | PRV | Kathryn Harvey | 1999-12-05 | — | — | 1314 Main St, Mesa, AZ, 85254 | 0.76 | Name re-casedStreet suffix standardisedAddress re-casedState code upper-cased+2 more |
| PRV-21421 | PRV | Linda Murray | 1958-10-15 | UHC-87160-20 | 4236600658 | 9085 Washington St, Mesa, AZ, 85250 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedMember ID reformatted+2 more |
| PRV-24814 | PRV | Alan Maldonado | 1940-09-18 | UHC-40405-98 | 9648640740 | 3947 Willow Ct, Fresno, CA, 93760 | 0.76 | Phone reformattedMember ID reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-29370 | PRV | Ethan Lopez | 1972-07-10 | UHC-92695-79 | 6246151566 | 992 Sage Ct, San Diego, CA, 92148 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-28850 | PRV | Evelyn Kim | 1991-05-18 | UHC-97183-17 | 8627110973 | 3615 Palm Dr, Seattle, WA, 98117 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-21301 | PRV | Jose E McDonald | 1985-07-13 | UHC-98359-06 | 5199897721 | 3515 Union St, San Antonio, TX, 78273 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-28843 | PRV | Kyle Kennedy | 1994-02-14 | UHC-77184-96 | 5887905978 | 357 Canyon Rd, Eden Prairie, MN, 55387 | 0.76 | Name split from “Last, First”Date of birth reformattedCity re-casedEmail lower-cased+2 more |
| PRV-26818 | PRV | Karen Y Warren | 1996-05-10 | UHC-86315-08 | 8798498790 | 4669 Church St, Houston, TX, 77071 | 0.76 | Name re-casedPhone reformattedState code upper-casedGender normalised+2 more |
| PRV-21643 | PRV | Robert Z Tucker | 1946-03-04 | — | 4466299185 | 7017 Baseline Rd, San Diego, CA, 92176 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedZIP+4 trimmed+2 more |
| PRV-23205 | PRV | Wei H Gardner | 1966-07-12 | — | 5825679306 | 7036 Central Ave, San Diego, CA, 92132 | 0.76 | Date of birth reformattedPhone reformattedCity re-casedGender normalised+2 more |
| PRV-22716 | PRV | Sandra M Fox | 1971-01-19 | UHC-53823-26 | 2352875157 | 8751 Washington St, Las Vegas, NV, 89156 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+2 more |
| PRV-23681 | PRV | Stephen Duncan | 1963-01-07 | — | 8456888882 | 2845 Market St, Tampa, FL, 33648 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-25601 | PRV | Heather Morales | 1942-08-03 | — | 4087260394 | 6122 Baseline Rd, Austin, TX, 78708 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-24279 | PRV | Santiago M Woods | 1999-07-20 | — | 6578935566 | 8090 Lake View Rd # 730, Chandler, AZ, 85278 | 0.76 | Date of birth reformattedPhone reformattedUnit split from streetCity re-cased+2 more |
| PRV-28527 | PRV | Frances Wood | 1962-08-02 | UHC-40418-04 | 4173919073 | 7219 Cedar Ln, Austin, TX, 78721 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-26418 | PRV | Perez Jose | 1980-04-25 | — | 6265567316 | 4123 Central Ave, Gilbert, AZ, 85257 | 0.76 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-25892 | PRV | Doris Chavez | 1945-06-01 | UHC-61116-89 | 6219162496 | 3187 Main St, Phoenix, AZ, 85004 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-21514 | PRV | Logan Rivera | 1989-06-13 | — | 9575564909 | 7090 Maple Ave, Mesa, AZ, 85237 | 0.76 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-21977 | PRV | Kelly B Richards | 1995-06-22 | — | 8652659128 | 7406 Pine Dr, Orlando, FL, 32830 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+2 more |
| PRV-27271 | PRV | Joyce Sadners | 1944-01-23 | — | 8209621459 | 9492 Ocean Ave, San Antonio, TX, 78278 | 0.76 | Date of birth reformattedStreet suffix standardisedAddress re-casedPlan code upper-cased+2 more |
| PRV-22691 | PRV | Barbara Ruiz | 1942-03-19 | UHC-93786-89 | 7198183359 | 8554 Ridge Rd, Tampa, FL, 33608 | 0.76 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-24014 | PRV | Heather Q Schultz | 2003-12-09 | UHC-31606-78 | — | 8354 Baseline Rd, Tucson, AZ, 85745 | 0.76 | Name re-casedMember ID reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-20078 | PRV | Logan Jenkins | 1983-02-11 | — | 9513936562 | 2509 Spring St, Minneapolis, MN, 55408 | 0.76 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-25951 | PRV | Priya Ramos | 1960-03-13 | UHC-54011-48 | 2178346182 | 814 Apache Blvd, Miami, FL, 33179 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-21268 | PRV | Scott O Moreno | 1984-10-06 | UHC-00221-37 | 8098523632 | 3320 Cedar Ln, Dallas, TX, 75245 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-22439 | PRV | Gloria Webb | 1941-12-28 | UHC-39563-01 | 4218900395 | 7915 Mountain View Dr, Austin, TX, 78757 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+2 more |
| PRV-29097 | PRV | David Armstrong | 2003-07-06 | — | 9633089533 | 6241 Hillcrest Rd, Glendale, AZ, 85369 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-24619 | PRV | Logan Lawson | 1992-11-11 | — | 2836807393 | 9216 Mesa Dr, Atlanta, GA, 30313 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-25470 | PRV | Scott G Alvarado | 1973-09-21 | — | 9649297388 | 5896 Hillcrest Rd, Glendale, AZ, 85399 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-20849 | PRV | David J Turner | 2008-02-01 | — | — | 6101 Palm Dr, Dallas, TX, 75294 | 0.76 | Name re-casedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-26807 | PRV | Alan Adams | 1967-08-10 | — | 2804951766 | 3569 Meadow Ln, Minneapolis, MN, 55480 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-25198 | PRV | Billy Weaver | 1975-06-25 | — | 7517946640 | 2855 Bayshore Dr, Scottsdale, AZ, 85267 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-23728 | PRV | Logan Carpenter | 1977-10-08 | UHC-28655-27 | 4666079054 | 4033 Mountain View Dr, Phoenix, AZ, 85052 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedGender normalised+2 more |
| PRV-24154 | PRV | Timothy N Rice | 1994-11-24 | — | — | 8880 Forest Ave, Las Vegas, NV, 89193 | 0.76 | Name re-casedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-24581 | PRV | Gabriel W Hunt | 1974-07-23 | — | 4915269389 | 6315 Harbor Blvd, Minneapolis, MN, 55421 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+2 more |
| PRV-27576 | PRV | Denise W Chapman | 2005-07-28 | UHC-35764-34 | 4135650747 | 6110 Grand Ave, Chandler, AZ, 85264 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-20432 | PRV | Daniel Stephens | 1991-01-12 | UHC-83301-02 | 9824255742 | 3320 Sunset Blvd, Denver, CO, 80259 | 0.76 | Name re-casedPhone reformattedCity re-casedGender normalised+2 more |
| PRV-21773 | PRV | Laura Perkins | 1956-09-28 | — | 8206778065 | 5448 Baseline Rd, Minneapolis, MN, 55493 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-22924 | PRV | Justin Roberts | 1993-12-10 | — | 8077754857 | 3616 Valley View Dr, Plano, TX | 0.76 | Name re-casedPhone reformattedZIP missingEmail lower-cased+2 more |