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-62174 | TPA | Brian Patel | 1955-12-13 | — | — | — | 0.84 | Phone missing area codePlaceholder values cleared |
| TPA-61305 | TPA | George Warren | 2004-07-22 | — | — | — | 0.84 | Gender normalisedPlaceholder values cleared |
| TPA-58709 | TPA | Judy Cox | 1986-12-06 | — | — | 6375 Baseline Rd, San Diego, CA, 92186 | 0.84 | Two-digit birth yearPlaceholder values cleared |
| TPA-54168 | TPA | Donald I Vazqez | 1960-05-26 | — | — | 1869 Mesa Dr, Scottsdale, AZ, 85210 | 0.84 | ZIP+4 trimmedPlaceholder values cleared |
| TPA-53483 | TPA | Teresa Gutierrez | 2000-03-21 | — | 8406553103 | 6977 Hillcrest Rd, Miami, FL, 33170 | 0.84 | Gender normalisedPlaceholder values cleared |
| TPA-53193 | TPA | Anna F Carr | 1965-06-17 | — | — | 6692 River Rd, Houston, TX, 77033 | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-56392 | TPA | Dorothy Taylor | 1989-04-01 | — | — | 3562 Meadow Ln, Gilbert, AZ | 0.84 | ZIP missingPlaceholder values cleared |
| TPA-61215 | TPA | Lauren Franklin | 1961-08-23 | — | — | 2015 Lake View Rd, Jacksonville, FL, 32203 | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-52964 | TPA | Janice Alexander | 2008-05-23 | UHC-43589-03 | — | 8708 Central Ave, Sacramento, CA, 95832 | 0.84 | Two-digit birth yearPlaceholder values cleared |
| TPA-53359 | TPA | Dilan Guerrero | 1944-04-17 | — | 5693645022 | 9202 Spring St, Las Vegas, NV, 89119 | 0.84 | Phone reformattedZIP+4 trimmed |
| TPA-61890 | TPA | Frank G Garcia | 1940-07-01 | — | — | 9059 Market St, Denver, CO, 80268 | 0.84 | ZIP+4 trimmedPlaceholder values cleared |
| TPA-55375 | TPA | Wayne Boyd | 1960-05-01 | — | — | — | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-51136 | TPA | Amy Murray | 1952-03-15 | — | — | — | 0.84 | Gender normalisedPlaceholder values cleared |
| TPA-50331 | TPA | Douglas Morales | 1952-08-19 | UHC-93164-60 | — | — | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-57016 | TPA | Melissa Rodriguez | 1943-03-11 | — | 6044501001 | 2585 Ocean Ave # 320, Charlotte, NC, 28287 | 0.84 | Unit split from streetPlaceholder values cleared |
| TPA-61920 | TPA | Peter Tucker | 1978-02-05 | — | — | 5174 Hillcrest Rd, Houston, TX, 77035 | 0.84 | State name converted to codePlaceholder values cleared |
| TPA-53082 | TPA | Sophia F Washington | 1952-06-07 | UHC-03920-31 | — | 1364 Sunset Blvd, Las Vegas, NV, 89135 | 0.84 | Street suffix standardisedAddress re-cased |
| TPA-54998 | TPA | Nathan Harvey | 1976-03-06 | — | — | 3666 Lake View Rd, Phoenix, AZ, 85092 | 0.84 | ZIP+4 trimmedPlaceholder values cleared |
| TPA-59717 | TPA | Diego Hill | 2001-12-20 | — | 6858193077 | 6895 Willow Ct, Nashville, TN, 37201 | 0.84 | ZIP+4 trimmedPlaceholder values cleared |
| TPA-51589 | TPA | Grace W Castillo | 1959-01-05 | — | — | 561 Bayshore Dr, San Antonio, TX | 0.84 | ZIP missingPlaceholder values cleared |
| TPA-52909 | TPA | Betty Baker | 2007-02-15 | — | — | 4417 Mountain View Dr, Fresno, CA, 93743 | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-52527 | TPA | Sharon West | 1948-11-11 | — | — | 773 Hillcrest Rd, Orlando, FL, 32852 | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-60056 | TPA | Benjamin Fuller | 1980-12-22 | — | — | 3136 Main St, Glendale, AZ, 85370 | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-55412 | TPA | Christopher Rivera | 1982-06-16 | — | — | — | 0.84 | Gender normalisedPlaceholder values cleared |
| TPA-62173 | TPA | Brian Patel | 1955-12-13 | — | — | — | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-50629 | TPA | Victoria Meyer | 1996-05-01 | — | — | 5344 Indian School Rd, Las Vegas, NV, 89195 | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-62926 | TPA | Amy Bryant | 1959-06-18 | — | 5296876883 | 6774 Sage Ct, Phoenix, AZ, 85099 | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-51862 | TPA | Joyce Scott | 1985-06-16 | — | — | 4524 Mesa Dr, Minneapolis, MN, 55468 | 0.84 | ZIP+4 trimmedPlaceholder values cleared |
| TPA-55080 | TPA | Doris Cox | 1987-05-05 | — | — | — | 0.84 | Two-digit birth yearPlaceholder values cleared |
| TPA-61547 | TPA | Dorothy J James | 1991-07-04 | — | — | 5547 Broadway, Charlotte, NC, 28217 | 0.84 | Gender normalisedPlaceholder values cleared |
| TPA-59219 | TPA | Gerald Tran | 1980-06-22 | — | — | 4623 Church St Apt 9, Mesa, AZ, 85287 | 0.84 | Unit split from streetPlaceholder values cleared |
| TPA-54650 | TPA | Judy Jimenez | 1997-08-13 | — | — | 8620 River Rd, Phoenix, AZ | 0.84 | ZIP missingPlaceholder values cleared |
| TPA-62036 | TPA | Juan Richardson | 1953-06-28 | — | — | — | 0.84 | Gender normalisedPlaceholder values cleared |
| TPA-57769 | TPA | Fatima Daniels | 2007-06-08 | — | — | 500 Desert Sky Blvd, Plano, TX, 75014 | 0.84 | ZIP+4 trimmedWhitespace trimmed |
| TPA-50279 | TPA | Emma Rogers | 2001-11-18 | — | — | 6134 Lincoln Way, Phoenix, AZ, 85048 | 0.84 | Gender normalisedPlaceholder values cleared |
| TPA-59785 | TPA | Janet Morgan | 1968-04-24 | UHC-17766-52 | — | 2596 Sunset Blvd, Chandler, AZ, 85228 | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-54869 | TPA | Lori T Garcia | 1993-06-24 | — | — | 988 Sage Ct, Tampa, FL, 33691 | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-53237 | TPA | Brian Vazquez | — | — | — | 4314 Washington St, Sacramento, CA, 95831 | 0.84 | Date of birth unreadablePlaceholder values cleared |
| TPA-60043 | TPA | Eugene Anderson | 1963-08-20 | — | — | — | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-55790 | TPA | Logan A Phillips | 1966-04-21 | UHC-58593-18 | — | 3710 Mountain View Dr, Orlando, FL, 32851 | 0.84 | State name converted to codePlaceholder values cleared |
| TPA-50476 | TPA | Sofia Dominguez | 1951-12-27 | UHC-86327-43 | — | — | 0.84 | SSN last four extractedPlaceholder values cleared |
| TPA-58703 | TPA | Harold Peterson | 2004-06-22 | — | — | 7323 Harbor Blvd, Las Vegas, NV, 89191 | 0.84 | ZIP+4 trimmedPlaceholder values cleared |
| TPA-59031 | TPA | Juan Thompson | 1991-10-12 | — | — | — | 0.84 | Gender normalisedPlaceholder values cleared |
| TPA-55224 | TPA | Johhn Sanders | 1999-07-08 | — | — | 7846 Mountain View Dr, Plano, TX, 75075 | 0.84 | Gender normalisedPlaceholder values cleared |
| TPA-51514 | TPA | Willie R Torres | 1979-07-09 | — | — | 3439 Valley View Dr, Tampa, FL, 33603 | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-62802 | TPA | Megan Z Knight | 1968-04-21 | — | — | 784 Palm Dr, Fresno, CA, 93721 | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-63507 | TPA | Christian Hansen | 1941-01-12 | — | — | 5586 Church St, Glendale, AZ, 85367 | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-63493 | TPA | Russell Jackson | 2001-02-14 | — | — | 3483 Desert Sky Blvd, Mesa, AZ, 85242 | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-54652 | TPA | Sophia Peterson | 2003-11-21 | — | — | 8118 Willow Ct, Fresno, CA, 93757 | 0.84 | Two-digit birth yearPlaceholder values cleared |
| TPA-54222 | TPA | Denise Clark | 1980-09-13 | — | — | 1767 Pine Dr, Columbus, OH, 43288 | 0.84 | ZIP+4 trimmedPlaceholder values cleared |