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
Third-party administrator, lowest dq score first
| Record | Source | Name | DOB | Member ID | Phone | Address | Quality score | Flags |
|---|---|---|---|---|---|---|---|---|
| TPA-57419 | TPA | Margraet Weaver | 1997-09-16 | — | — | 7606 Cedar Ln, San Diego, CA, 92116 | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-53306 | TPA | Jose Silva | 1944-11-08 | — | — | 3387 River Rd # 791, Mesa, AZ, 85247 | 0.84 | Unit split from streetPlaceholder values cleared |
| TPA-55028 | TPA | Randy Stevens | 1988-10-24 | — | — | 7288 Jefferson Ave, Los Angeles, CA, 90071 | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-56149 | TPA | Anthony Harris | 1960-08-04 | UHC-51862-60 | 8492710678 | 2320 Harbor Blvd, Orlando, FL, 32824 | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-60264 | TPA | Harold Ramirez | — | — | — | 6606 Forest Ave, Charlotte, NC, 28260 | 0.84 | Date of birth missingPlaceholder values cleared |
| TPA-58999 | TPA | Kelly Y Burns | 1941-07-07 | — | 2583046592 | — | 0.84 | Two-digit birth yearWhitespace trimmed |
| TPA-50073 | TPA | Sean V Cook | 1984-03-16 | — | — | — | 0.84 | Two-digit birth yearPlaceholder values cleared |
| TPA-61223 | TPA | Jonathan G Taylor | 1981-08-02 | — | — | 34 Market St # 982, Tucson, AZ, 85764 | 0.84 | Unit split from streetPlaceholder values cleared |
| TPA-60278 | TPA | George Castillo | 1985-01-18 | — | — | — | 0.84 | Two-digit birth yearPlaceholder values cleared |
| TPA-59091 | TPA | Kelly Johnston | 1938-07-09 | — | — | — | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-57058 | TPA | Frances Reed | 1990-02-14 | — | — | — | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-60718 | TPA | Marcus Myers | 1989-08-13 | — | — | 95 Lake View Rd, Tucson, AZ, 85700 | 0.84 | Gender normalisedPlaceholder values cleared |
| TPA-50183 | TPA | Bradley Carroll | 2004-12-02 | — | 6947620897 | — | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-61137 | TPA | Matthew Johnston | 1963-11-09 | — | — | — | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-61138 | TPA | Matthew Johnston | 1963-11-09 | — | — | — | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-51024 | TPA | Edward Espinoza | 1949-08-10 | — | 2694871692 | 2750 Valley View Dr, San Antonio, TX, 78297 | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-54328 | TPA | Scott Hart | 1962-04-02 | UHC-39979-07 | — | 7942 Oak St, Miami, FL | 0.84 | ZIP missingPlaceholder values cleared |
| TPA-54089 | TPA | Frances Yang | — | — | — | 1650 Forest Ave, Los Angeles, CA, 90069 | 0.84 | Date of birth missingPlaceholder values cleared |
| TPA-54770 | TPA | Julie Perry | 1941-11-10 | — | 6024678671 | 7330 Canyon Rd, San Diego, CA, 92139 | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-62752 | TPA | Logan Scott | 1988-08-15 | — | 5052434196 | 9396 Cedar Ln, Nashville, TN, 37243 | 0.84 | Gender normalisedPlaceholder values cleared |
| TPA-51699 | TPA | Margaret Kelley | 1961-12-02 | — | — | 6289 Jefferson Ave, Las Vegas, NV, 89138 | 0.84 | Gender normalisedPlaceholder values cleared |
| TPA-53053 | TPA | Brian Contreras | — | — | 7293588512 | — | 0.84 | Date of birth unreadablePlaceholder values cleared |
| TPA-63049 | TPA | Betty H Marshall | 1957-11-08 | — | — | 9766 Mesa Dr Apt 17, Gilbert, AZ, 85212 | 0.84 | Unit split from streetPlaceholder values cleared |
| TPA-56791 | TPA | Jacob Greene | 1984-10-02 | — | — | 9893 Meadow Ln, Jacksonville, FL, 32211 | 0.84 | State name converted to codePlaceholder values cleared |
| TPA-60803 | TPA | Melissa White | — | — | — | 7238 Canyon Rd, Nashville, TN, 37234 | 0.84 | Date of birth unreadablePlaceholder values cleared |
| TPA-60804 | TPA | Melissa White | — | — | — | 7238 Canyon Rd, Nashville, TN, 37234 | 0.84 | Date of birth unreadablePlaceholder values cleared |
| TPA-60213 | TPA | Logan Greene | 1965-08-04 | UHC-51467-56 | — | — | 0.84 | Phone missing area codePlaceholder values cleared |
| TPA-55837 | TPA | Graace Maldonado | — | — | — | 6552 Baseline Rd, Jacksonville, FL, 32265 | 0.84 | Date of birth missingPlaceholder values cleared |
| TPA-60775 | TPA | Melissa Garza | 1955-09-11 | — | — | 8234 Lincoln Way, Nashville, TN, 37217 | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-57877 | TPA | Matthew Watkins | 1982-07-05 | — | — | 9357 Valley View Dr, Minneapolis, MN, 55478 | 0.84 | Gender normalisedPlaceholder values cleared |
| TPA-51372 | TPA | Sarah U Crawford | 1996-06-24 | — | — | 8210 Cedar Ln, Columbus, OH, 43297 | 0.84 | Gender normalisedPlaceholder values cleared |
| TPA-61073 | TPA | Jacob Green | 1976-06-19 | — | — | 1279 Sunset Blvd, Los Angeles, CA, 90003 | 0.84 | ZIP+4 trimmedPlaceholder values cleared |
| TPA-55283 | TPA | Julie Bowman | 2000-07-07 | — | 8705186046 | 23 Desert Sky Blvd, Houston, TX, 77066 | 0.84 | ZIP+4 trimmedPlaceholder values cleared |
| TPA-53095 | TPA | Benjamin Yang | — | — | — | — | 0.84 | Date of birth unreadablePlaceholder values cleared |
| TPA-52472 | TPA | Alexander R Oliver | — | — | — | — | 0.84 | Date of birth unreadablePlaceholder values cleared |
| TPA-54683 | TPA | Gabriel Stephens | 2005-02-09 | — | — | 3126 Palm Dr, Denver, CO, 80225 | 0.84 | Gender normalisedPlaceholder values cleared |
| TPA-53479 | TPA | Scott Santos | 1961-03-20 | — | — | — | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-56450 | TPA | Ethan Harvey | — | — | — | — | 0.84 | Date of birth missingPlaceholder values cleared |
| TPA-50954 | TPA | Susan S Evaans | 1960-06-17 | — | — | 7457 Baseline Rd, Scottsdale, AZ, 85219 | 0.84 | ZIP+4 trimmedPlaceholder values cleared |
| TPA-50285 | TPA | Donna Garza | 1972-02-09 | — | — | — | 0.84 | Gender normalisedPlaceholder values cleared |
| TPA-57376 | TPA | Amber Hudson | 1994-05-20 | — | — | — | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-52789 | TPA | Philip Berry | 1944-09-03 | — | — | — | 0.84 | Gender normalisedPlaceholder values cleared |
| TPA-59713 | TPA | Gregoyr Henry | 1960-12-01 | — | — | 5640 Market St, Glendale, AZ, 85379 | 0.84 | SSN last four extractedPlaceholder values cleared |
| TPA-52674 | TPA | Donald Luna | 1955-01-09 | — | — | 8713 Main St, Scottsdale, AZ, 85205 | 0.84 | ZIP+4 trimmedPlaceholder values cleared |
| TPA-63544 | TPA | Lisa Watkins | 2004-11-03 | — | — | 7669 Central Ave, San Antonio, TX, 78246 | 0.84 | State name converted to codePlaceholder values cleared |
| TPA-63389 | TPA | Cheryl Maldonado | 1999-06-02 | UHC-31630-48 | — | 2734 Hillcrest Rd, Jacksonville, FL, 32216 | 0.84 | ZIP+4 trimmedPlaceholder values cleared |
| TPA-55441 | TPA | Jeffrey C Cruz | 1953-02-14 | — | — | 6155 Ocean Ave, Nashville, TN, 37211 | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-62869 | TPA | Omar Gonzales | 1974-03-09 | — | — | 8492 Jefferson Ave, Miami, FL, 33148 | 0.84 | State name converted to codePlaceholder values cleared |
| TPA-54189 | TPA | Bruce A Adams | — | UHC-22515-20 | — | 1940 Grand Ave, Austin, TX, 78733 | 0.84 | Date of birth unreadablePlaceholder values cleared |
| TPA-62921 | TPA | Ronald Henry | 2006-08-23 | UHC-15188-94 | — | 8751 Park Pl, Chandler, AZ, 85202 | 0.84 | Name split from “Last, First”Placeholder values cleared |