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-59859 | TPA | Jerry Morrison | 2001-04-26 | — | 5767986753 | — | 0.84 | Gender normalisedPlaceholder values cleared |
| TPA-62810 | TPA | Michelle Perry | 1948-10-24 | UHC-36131-73 | — | 4869 Hillcrest Rd, Chandler, AZ, 85286 | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-60326 | TPA | Ana Thomas | 1983-07-19 | — | — | 6256 Apache Blvd, Tampa, FL | 0.84 | ZIP missingPlaceholder values cleared |
| TPA-56371 | TPA | Vincent Holmes | 1948-03-13 | — | — | — | 0.84 | Gender normalisedPlaceholder values cleared |
| TPA-57714 | TPA | Raymond Fox | 2000-10-21 | — | — | 7089 Mesa Dr, Eden Prairie, MN, 55306 | 0.84 | Gender normalisedPlaceholder values cleared |
| TPA-60094 | TPA | Anna Wong | 2007-03-16 | — | — | 9280 Valley View Dr, Jacksonville, FL, 32203 | 0.84 | ZIP+4 trimmedPlaceholder values cleared |
| TPA-51205 | TPA | Jack Reed | 1963-04-03 | — | — | 9195 River Rd # 142, Charlotte, NC, 28255 | 0.84 | Unit split from streetPlaceholder values cleared |
| TPA-62779 | TPA | Mark Wang | — | UHC-57825-02 | — | — | 0.84 | Date of birth unreadablePlaceholder values cleared |
| TPA-64275 | TPA | James K Kim | 1968-09-24 | UHC-64142-84 | — | — | 0.84 | Gender normalisedPlaceholder values cleared |
| TPA-58795 | TPA | Doris Jordan | — | — | — | 7210 Canyon Rd, Charlotte, NC, 28275 | 0.84 | Date of birth unreadablePlaceholder values cleared |
| TPA-57927 | TPA | Joseph U Romero | 1989-01-14 | — | — | — | 0.84 | Gender normalisedPlaceholder values cleared |
| TPA-57814 | TPA | Jason Schultz | 1989-11-12 | — | 6877064246 | — | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-50907 | TPA | Ruht Mendez | 2007-11-17 | — | — | 7365 Spring St, San Antonio, TX, 78277 | 0.84 | ZIP+4 trimmedPlaceholder values cleared |
| TPA-52230 | TPA | Margareet McCoy | 1969-07-09 | — | — | 4305 Meadow Ln, Denver, CO, 80235 | 0.84 | Two-digit birth yearPlaceholder values cleared |
| TPA-52717 | TPA | Hiroshi Murphy | 1978-01-07 | — | — | — | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-57896 | TPA | Charlie Mitchell | 2008-12-26 | UHC-47452-54 | — | 9763 Hillcrest Rd, Mesa, AZ, 85209 | 0.84 | Gender normalisedPlaceholder values cleared |
| TPA-60647 | TPA | Edward H Tucker | 1966-10-13 | — | — | 5509 Lake View Rd, Fresno, CA, 93708 | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-59805 | TPA | Lisa Ferguson | 1965-10-13 | — | — | 4972 Cedar Ln, Eden Prairie, MN, 55370 | 0.84 | State name converted to codePlaceholder values cleared |
| TPA-58665 | TPA | Arthur Sanders | 1946-01-06 | — | — | 8522 Main St Apt 22, Orlando, FL, 32809 | 0.84 | Unit split from streetPlaceholder values cleared |
| TPA-60869 | TPA | Austin Bell | 1953-01-18 | — | — | 775 Canyon Rd, Eden Prairie, MN, 55372 | 0.84 | Gender normalisedPlaceholder values cleared |
| TPA-56150 | TPA | Bruce Banks | 1983-06-21 | — | — | 5040 Harbor Blvd, Atlanta, GA | 0.84 | ZIP missingPlaceholder values cleared |
| TPA-55787 | TPA | Janice A Austin | 1986-05-20 | UHC-71582-77 | — | 3680 Valley View Dr, Tempe, AZ | 0.84 | ZIP missingPlaceholder values cleared |
| TPA-50538 | TPA | Dylan Dunn | 1949-10-18 | UHC-33426-39 | — | 2524 Highland Ave, Glendale, AZ, 85311 | 0.84 | State name converted to codePlaceholder values cleared |
| TPA-63898 | TPA | Megan Graham | 1982-03-09 | — | — | — | 0.84 | Gender normalisedPlaceholder values cleared |
| TPA-58676 | TPA | Maarcus Phillips | 1947-07-07 | UHC-71760-25 | — | 1165 Indian School Rd, Denver, CO, 80293 | 0.84 | Gender normalisedPlaceholder values cleared |
| TPA-54712 | TPA | Sophia Howell | 1955-03-14 | — | — | 2468 Oak St, Gilbert, AZ, 85221 | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-50188 | TPA | Harold Cole | 1946-09-26 | — | — | — | 0.84 | Gender normalisedPlaceholder values cleared |
| TPA-54639 | TPA | Terry W Cunningham | 1966-10-11 | — | — | 1040 Baseline Rd, Austin, TX, 78784 | 0.84 | ZIP+4 trimmedPlaceholder values cleared |
| TPA-57915 | TPA | Lawrence Garrett | 1997-06-23 | — | — | 2120 Lake View Rd, Eden Prairie, MN, 55355 | 0.84 | Two-digit birth yearPlaceholder values cleared |
| TPA-50938 | TPA | Kimberly Q Morris | 1946-08-16 | — | — | — | 0.84 | Gender normalisedPlaceholder values cleared |
| TPA-56108 | TPA | Henry C Reynolds | 1964-10-26 | UHC-48672-91 | 4992484591 | 3404 Central Ave, Fresno, CA, 93797 | 0.84 | Phone reformattedGender normalised |
| TPA-53753 | TPA | Linda Stevenns | 2006-10-05 | UHC-86754-83 | 9233154263 | 6800 Maple Ave, Nashville, TN, 37260 | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-53928 | TPA | Robert Herrera | 2005-01-17 | UHC-62324-31 | 8089175910 | 1636 Washington St, Jacksonville, FL, 32255 | 0.84 | Gender normalisedPlaceholder values cleared |
| TPA-58691 | TPA | Charles Padilla | 1948-10-24 | — | — | 8669 Highland Ave, Tempe, AZ | 0.84 | ZIP missingPlaceholder values cleared |
| TPA-62349 | TPA | Katherine Santiago | 1963-12-21 | UHC-57983-34 | — | 2026 Sunset Blvd, Denver, CO, 80221 | 0.84 | Phone missing area codePlaceholder values cleared |
| TPA-52881 | TPA | Brian Nunez | 1966-01-09 | — | — | — | 0.84 | Name split from “Last, First”Placeholder values cleared |
| TPA-55536 | TPA | Lori Varags | 1997-12-18 | — | — | 7352 River Rd Apt 20, Houston, TX, 77015 | 0.84 | Date of birth reformattedUnit split from street |
| TPA-62850 | TPA | Katherine Jackson | 1955-02-11 | — | — | 6509 Lincoln Way, Dallas, TX, 75280 | 0.84 | State name converted to codePlaceholder values cleared |
| TPA-60824 | TPA | Bradley Q Barnes | 1986-01-18 | — | — | 1932 Spring St, Glendale, AZ, 85338 | 0.84 | Two-digit birth yearPlaceholder values cleared |
| TPA-54664 | TPA | Roger Chapman | 1962-09-24 | — | — | 694 Meadow Ln, Seattle, WA, 98148 | 0.84 | Gender normalisedPlaceholder values cleared |
| TPA-61582 | TPA | Russell J Holmes | 1969-07-10 | UHC-68851-64 | — | 6297 Sage Ct, Atlanta, GA, 30312 | 0.84 | Street suffix standardisedAddress re-cased |
| TPA-55123 | TPA | Amanda Allen | 1954-10-20 | — | — | 4736 Lake View Rd, San Diego, CA, 92196 | 0.84 | Gender normalisedWhitespace trimmed |
| TPA-51297 | TPA | Brittany Kim | 1958-12-16 | — | — | 6440 Central Ave, Houston, TX, 77010 | 0.84 | ZIP+4 trimmedPlaceholder values cleared |
| TPA-64134 | TPA | Richard Mitchell | 2001-10-28 | — | — | 3670 Main St, Tucson, AZ, 85769 | 0.84 | Gender normalisedPlaceholder values cleared |
| TPA-62952 | TPA | Rahel Reynolds | 1966-07-05 | — | — | 9197 Cedar Ln, Atlanta, GA, 30369 | 0.84 | Gender normalisedPlaceholder values cleared |
| TPA-58514 | TPA | Vincent Dixon | 1985-07-10 | — | 2163164367 | 7753 Pine Dr, Seattle, WA, 98140 | 0.84 | Phone reformattedGender normalised |
| TPA-54898 | TPA | Paul H Payne | 1993-10-13 | UHC-88254-20 | — | — | 0.84 | Gender normalisedPlaceholder values cleared |
| TPA-63246 | TPA | Dylan Warren | 1952-05-22 | — | — | 2857 Main St, San Diego, CA, 92134 | 0.84 | State name converted to codePlaceholder values cleared |
| TPA-58788 | TPA | Ruth F Stone | 1994-03-21 | — | — | 8778 Sunset Blvd, Nashville, TN, 37266 | 0.84 | Gender normalisedPlaceholder values cleared |
| TPA-50777 | TPA | David Turner | 1940-04-17 | — | — | 9519 Jefferson Ave, Charlotte, NC | 0.84 | ZIP missingPlaceholder values cleared |