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
All sources, flag “State name converted to code”, lowest dq score first
| Record | Source | Name | DOB | Member ID | Phone | Address | Quality score | Flags |
|---|---|---|---|---|---|---|---|---|
| ENR-115473 | ENR | Lucia Ryan | 1987-05-06 | UHC-61623-91 | 7226772582 | 5920 Elm St, Columbus, OH, 43294 | 0.82 | Name re-casedState name converted to codeWhitespace trimmed |
| ENR-122541 | ENR | Michelle Weaver | 1993-07-07 | UHC-67341-32 | 4706753897 | 8201 Valley View Dr, Scottsdale, AZ, 85217 | 0.82 | Phone reformattedState name converted to codeWhitespace trimmed |
| TPA-61754 | TPA | Hannah Daniels | 1985-05-22 | — | — | 73 Bayshore Dr, Phoenix, AZ, 85061 | 0.82 | State name converted to codeWhitespace trimmedPlaceholder values cleared |
| CLM-409962 | CLM | Ethan Hill | 1944-05-11 | UHC-60191-91 | — | 3252 Main St, Austin, TX, 78790 | 0.82 | City re-casedState name converted to codePlaceholder values cleared |
| CLM-412216 | CLM | Noah Welhc | 1978-12-12 | UHC-89604-28 | 8893605124 | 4394 Pine Dr, Denver, CO, 80245 | 0.82 | Phone reformattedState name converted to codePlaceholder values cleared |
| TPA-52924 | TPA | Deborah Riley | 1947-04-26 | — | — | 1951 Lincoln Way, Atlanta, GA, 30315 | 0.82 | State name converted to codeWhitespace trimmedPlaceholder values cleared |
| ENR-110210 | ENR | Bryan Lopez | 1952-11-09 | UHC-88128-54 | 3895576101 | 7665 Elm St, Denver, CO, 80287 | 0.82 | Name re-casedState name converted to codeWhitespace trimmed |
| ENR-139924 | ENR | Matthew Guerrero | 1957-02-20 | UHC-41469-99 | 8762691295 | 1771 Apache Blvd, Dallas, TX, 75246 | 0.82 | State name converted to codeWhitespace trimmedPlaceholder values cleared |
| ENR-101745 | ENR | Omar G Alvarez | 1969-02-23 | UHC-90628-42 | 9706578344 | 273 Indian School Rd, Seattle, WA, 98193 | 0.82 | Name re-casedState name converted to codePlaceholder values cleared |
| ENR-101138 | ENR | Heaher J Harrison | 1983-02-01 | UHC-23420-72 | 3168274059 | 9868 Apache Blvd, Gilbert, AZ, 85234 | 0.82 | Phone reformattedState name converted to codeWhitespace trimmed |
| TPA-50255 | TPA | Roger Bell | 1986-11-02 | — | — | 7058 Meadow Ln, Miami, FL, 33133 | 0.82 | State name converted to codeWhitespace trimmedPlaceholder values cleared |
| CLM-404941 | CLM | Carlos Brooks | 1950-05-09 | — | — | 3873 Broadway, Columbus, OH, 43255 | 0.82 | State name converted to codeWhitespace trimmedPlaceholder values cleared |
| CLM-406586 | CLM | Kelly Gordon | 1941-07-19 | UHC-60170-41 | — | 8001 River Rd, Los Angeles, CA, 90020 | 0.82 | Name re-casedState name converted to codePlaceholder values cleared |
| CLM-417772 | CLM | Amy Larson | 2005-06-02 | UHC-16715-78 | — | 1811 Canyon Rd, Scottsdale, AZ, 85207 | 0.82 | City re-casedState name converted to codePlaceholder values cleared |
| CLM-400258 | CLM | Daniel H Wang | 1972-09-13 | — | 9435359067 | 7349 Elm St, Fresno, CA, 93779 | 0.82 | Phone reformattedState name converted to codePlaceholder values cleared |
| ENR-129609 | ENR | Bobby H Freeman | 1945-03-23 | UHC-82432-95 | 3153253407 | 8006 Indian School Rd, Eden Prairie, MN, 55361 | 0.82 | Name re-casedPhone reformattedState name converted to code |
| PRV-22657 | PRV | Anthony Jackson | 1944-11-05 | UHC-65660-68 | 9219517579 | 561 Main St, Los Angeles, CA, 90035 | 0.82 | City re-casedState name converted to codePlaceholder values cleared |
| ENR-135922 | ENR | Will P Coleman | 1969-02-20 | UHC-81614-67 | — | 8040 Baseline Rd, Houston, TX, 77056 | 0.82 | Date of birth reformattedState name converted to codePlaceholder values cleared |
| CLM-415045 | CLM | Carolyn Bennett | 1962-07-28 | — | 3394322127 | 4016 Baseline Rd, Jacksonville, FL, 32221 | 0.82 | Phone reformattedState name converted to codePlaceholder values cleared |
| ENR-121862 | ENR | Lori S Gray | 2001-05-21 | UHC-53251-10 | — | 5591 Valley View Dr, Columbus, OH, 43240 | 0.82 | Name re-casedState name converted to codePlaceholder values cleared |
| ENR-121863 | ENR | Lori S Gray | 2001-05-21 | UHC-53251-10 | — | 5591 Valley View Dr, Columbus, OH, 43240 | 0.82 | Name re-casedState name converted to codePlaceholder values cleared |
| ENR-114876 | ENR | Lawrence J Washington | 1995-11-21 | UHC-83979-63 | 5678000354 | 3579 Lincoln Way, Glendale, AZ, 85317 | 0.82 | Date of birth reformattedPhone reformattedState name converted to code |
| CLM-418853 | CLM | Omar E Stone | 1968-10-01 | UHC-51318-37 | 3293853415 | 144 River Rd, Los Angeles, CA, 90007 | 0.82 | Phone reformattedState name converted to codePlaceholder values cleared |
| ENR-125014 | ENR | Sophia Rogers | 1999-04-17 | UHC-44369-43 | — | 1710 Hillcrest Rd, Austin, TX, 78795 | 0.82 | Date of birth reformattedState name converted to codePlaceholder values cleared |
| TPA-55304 | TPA | Kenneth Harrison | 1961-04-04 | — | — | 1680 Lake View Rd, Las Vegas, NV, 89177 | 0.82 | Date of birth reformattedState name converted to codePlaceholder values cleared |
| ENR-122224 | ENR | Emily G Hunt | 1961-05-13 | UHC-56348-80 | 5389989523 | 1311 Indian School Rd, Atlanta, GA, 30392 | 0.82 | Name re-casedState name converted to codeWhitespace trimmed |
| CLM-406664 | CLM | Pamela Black | 1969-01-06 | — | — | 8059 Park Pl, Denver, CO, 80257 | 0.82 | City re-casedState name converted to codePlaceholder values cleared |
| TPA-59041 | TPA | Carl Rivera | 1980-12-03 | — | — | 5451 Grand Ave, Eden Prairie, MN, 55370 | 0.82 | Name re-casedState name converted to codePlaceholder values cleared |
| CLM-415171 | CLM | Gloria Hicks | 2003-10-27 | UHC-36418-41 | 8026370034 | 3358 Valley View Dr, Columbus, OH, 43215 | 0.82 | Phone reformattedState name converted to codePlaceholder values cleared |
| TPA-51676 | TPA | Patrick Santiago | 2000-03-24 | — | — | 3196 Grand Ave, Minneapolis, MN, 55411 | 0.82 | City re-casedState name converted to codePlaceholder values cleared |
| ENR-112454 | ENR | Wayne T Diez | 1965-01-23 | UHC-82176-57 | 9715991876 | 4739 Harbor Blvd, Las Vegas, NV, 89147 | 0.82 | Name re-casedPhone reformattedState name converted to code |
| ENR-109932 | ENR | Mateo Salazar | 1960-07-25 | UHC-14958-17 | 2698371994 | 1316 Broadway, San Antonio, TX, 78252 | 0.82 | State name converted to codeEmail lower-casedWhitespace trimmed |
| CLM-404542 | CLM | Susan K Rojas | 1992-10-15 | UHC-20787-07 | — | 8780 Central Ave, Tampa, FL, 33655 | 0.82 | Member ID reformattedState name converted to codePlaceholder values cleared |
| ENR-108587 | ENR | Tyler Dixon | 1995-03-14 | UHC-10686-63 | 9193393983 | 781 Ocean Ave, Houston, TX, 77031 | 0.82 | Name re-casedState name converted to codeEmail lower-cased |
| CLM-409120 | CLM | Donald Williamson | 1973-09-21 | UHC-85616-98 | — | 1094 Jefferson Ave, San Antonio, TX, 78238 | 0.82 | Name re-casedState name converted to codePlaceholder values cleared |
| ENR-120026 | ENR | Kim S Izabella | 1966-10-27 | UHC-99842-15 | 8992965732 | 8041 Palm Dr, Sacramento, CA, 95883 | 0.82 | Name re-casedPhone reformattedState name converted to code |
| ENR-128236 | ENR | Madison E Moore | 2001-01-14 | UHC-36940-63 | 4368344188 | 6393 Grand Ave, Tempe, AZ, 85260 | 0.82 | Phone reformattedState name converted to codeWhitespace trimmed |
| CLM-412343 | CLM | Katherine W Carter | 1963-12-21 | — | 9787362306 | 9532 Maple Ave, Gilbert, AZ, 85273 | 0.82 | Phone reformattedState name converted to codePlaceholder values cleared |
| ENR-105666 | ENR | Yuki U Richardson | 1990-12-20 | UHC-71666-54 | 2673052729 | 6228 Pine Dr, Las Vegas, NV, 89113 | 0.82 | Phone reformattedState name converted to codePlaceholder values cleared |
| TPA-50344 | TPA | Adam R Simpson | 2005-10-07 | UHC-19865-62 | — | 5333 Harbor Blvd, Phoenix, AZ, 85000 | 0.82 | Date of birth reformattedState name converted to codePlaceholder values cleared |
| TPA-53538 | TPA | Carlos Stone | 1982-01-01 | UHC-21036-35 | — | 3927 Lincoln Way, Atlanta, GA, 30345 | 0.82 | Date of birth reformattedState name converted to codePlaceholder values cleared |
| ENR-135384 | ENR | Theresa U Rivera | 1997-07-04 | UHC-20035-38 | 7547325993 | 777 Meadow Ln, Fresno, CA, 93797 | 0.82 | Date of birth reformattedState name converted to codePlaceholder values cleared |
| TPA-52978 | TPA | Diana James | 1952-05-22 | — | — | 3640 Sage Ct, Glendale, AZ, 85358 | 0.82 | State name converted to codeWhitespace trimmedPlaceholder values cleared |
| ENR-112003 | ENR | Kathryn Knight | 1952-12-09 | UHC-61419-84 | 6099650648 | 8540 Lake View Rd, Dallas, TX, 75238 | 0.82 | Name re-casedPhone reformattedState name converted to code |
| TPA-63656 | TPA | Noah Ferguson | 1964-06-17 | UHC-63143-64 | — | 4294 Mountain View Dr, Dallas, TX, 75234 | 0.82 | Name re-casedState name converted to codePlaceholder values cleared |
| ENR-106448 | ENR | Doris Riz | 1940-12-09 | UHC-25191-38 | 5184018750 | 8728 Church St, Los Angeles, CA, 90094 | 0.82 | Phone reformattedState name converted to codeWhitespace trimmed |
| TPA-51461 | TPA | Dylan Day | 1968-03-05 | — | 4364032927 | 522 Indian School Rd, Denver, CO, 80214 | 0.82 | Date of birth reformattedState name converted to codePlaceholder values cleared |
| ENR-135057 | ENR | Catherine W Sullivan | 2006-11-23 | UHC-40306-36 | 7414916830 | 8198 Valley View Dr, Orlando, FL, 32864 | 0.82 | Date of birth reformattedPhone reformattedState name converted to code |
| CLM-414857 | CLM | Katherine Tucker | 1948-10-27 | UHC-50556-18 | 4682820604 | 7176 Maple Ave, Chandler, AZ, 85272 | 0.82 | Name re-casedState name converted to codePlaceholder values cleared |
| ENR-139474 | ENR | Austin M Knight | 1938-02-20 | UHC-16690-66 | 3699950770 | 8220 Oak St, Minneapolis, MN, 55400 | 0.82 | Name re-casedPhone reformattedState name converted to code |