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-28923 | PRV | Biilly Wagn | 1952-12-17 | UHC-79350-77 | 2838710778 | 9796 Canyon Rd, San Antonio, TX, 78246 | 0.94 | Phone reformattedCity re-casedPlaceholder values cleared |
| PRV-25256 | PRV | Ethan N Gibson | 1948-05-01 | — | 2713009067 | 6002 Market St, Denver, CO, 80237 | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-27609 | PRV | Roger Welch | 1941-01-03 | — | 4227423511 | 7310 Central Ave, Tampa, FL, 33671 | 0.94 | Name re-casedPhone reformattedPlaceholder values cleared |
| PRV-22639 | PRV | Mei X King | 1984-03-02 | — | 9752317921 | 6745 Union St, Eden Prairie, MN, 55358 | 0.94 | Name re-casedPhone reformattedPlaceholder values cleared |
| PRV-20806 | PRV | Fatima Hansen | 1942-03-02 | — | 7363692591 | 4295 Elm St, Fresno, CA, 93706 | 0.94 | Name re-casedPhone reformattedPlaceholder values cleared |
| PRV-27683 | PRV | Saamntha Wang | 1995-09-10 | UHC-95692-76 | 2959130008 | 2962 Grand Ave, Jacksonville, FL, 32204 | 0.94 | Date of birth reformattedPhone reformattedPlaceholder values cleared |
| PRV-29282 | PRV | Denise Robertson | 1947-09-05 | UHC-42523-92 | 8068744904 | 6834 Market St, Tucson, AZ, 85763 | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-22549 | PRV | Harold N Bailey | 1979-08-05 | UHC-21670-98 | 7675297167 | 2892 Maple Ave, Tucson, AZ, 85756 | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-22708 | PRV | Hiroshi Miller | 1978-09-12 | — | 3129186501 | 8858 Sage Ct, Gilbert, AZ, 85263 | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-27950 | PRV | Arjun Morales | 1977-02-03 | — | 9047393557 | 3741 Lincoln Way, Glendale, AZ, 85338 | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-21346 | PRV | Mason Bowman | 1979-01-19 | UHC-89875-58 | 4143894502 | 56 Grand Ave, Eden Prairie, MN, 55334 | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-23218 | PRV | Sofia Kign | 1959-10-18 | UHC-08034-30 | — | — | 0.94 | Date of birth reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-28773 | PRV | Hannah Miller | 1957-10-12 | UHC-46820-04 | 9047055262 | 7477 Broadway, Las Vegas, NV, 89110 | 0.94 | Name re-casedDate of birth reformattedPlaceholder values cleared |
| PRV-26020 | PRV | Elijah James | 1988-12-02 | UHC-32708-38 | 3893487416 | 7563 Elm St, Scottsdale, AZ, 85284 | 0.94 | City re-casedWhitespace trimmedPlaceholder values cleared |
| PRV-23743 | PRV | Carlos Howell | 1978-08-10 | — | — | 5139 Palm Dr, Orlando, FL, 32811 | 0.94 | Date of birth reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-29563 | PRV | Susen Weber | 1960-12-03 | UHC-37047-32 | 4764901768 | — | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-27474 | PRV | Evelyn Meddina | 1964-03-05 | UHC-73118-36 | 7738260718 | — | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-21403 | PRV | Donna Crawford | 1976-04-07 | — | 5952317804 | — | 0.94 | Name re-casedPhone reformattedPlaceholder values cleared |
| PRV-28455 | PRV | Ruth Reynolds | 1989-04-26 | — | 2839726833 | 8399 Central Ave, Tempe, AZ, 85260 | 0.94 | Date of birth reformattedPhone reformattedPlaceholder values cleared |
| PRV-20768 | PRV | Yuki Wagner | 1975-12-10 | UHC-48477-20 | 5727126465 | 2516 Maple Ave, Los Angeles, CA, 90069 | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-22143 | PRV | Pamela Long | 1972-04-14 | — | — | 4895 Pine Dr, Atlanta, GA, 30312 | 0.94 | Date of birth reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-27139 | PRV | Susan Vazquez | 2007-09-06 | — | 3206987761 | 7588 Apache Blvd, Eden Prairie, MN, 55378 | 0.94 | Name re-casedWhitespace trimmedPlaceholder values cleared |
| PRV-25676 | PRV | Mateo Cooper | 1999-09-15 | UHC-44800-44 | 7666829596 | — | 0.94 | Name re-casedPhone reformattedPlaceholder values cleared |
| PRV-22740 | PRV | Teresa Williamson | 1981-01-26 | UHC-54512-54 | 4142162987 | 2913 Lincoln Way, Dallas, TX, 75257 | 0.94 | Name re-casedPhone reformattedPlaceholder values cleared |
| PRV-22377 | PRV | Bruce H Wrd | 1939-10-03 | UHC-99058-30 | 7513706054 | — | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-22472 | PRV | Jacob K Adams | 1972-06-23 | — | 6324990118 | 5341 Oak St, Minneapolis, MN, 55456 | 0.94 | Name re-casedWhitespace trimmedPlaceholder values cleared |
| PRV-22369 | PRV | Ana Ortega | 1951-06-23 | — | 7299707135 | 2539 Palm Dr, Scottsdale, AZ, 85230 | 0.94 | Date of birth reformattedPhone reformattedPlaceholder values cleared |
| PRV-28016 | PRV | Sharon Rodriguez | 1952-01-06 | UHC-10806-16 | 7936119435 | 5998 Elm St, Seattle, WA, 98103 | 0.94 | Date of birth reformattedPhone reformattedPlaceholder values cleared |
| PRV-26454 | PRV | Maria Simpson | 2007-12-22 | UHC-29411-66 | 3439494307 | — | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-29351 | PRV | Ward Henry | 1939-03-06 | UHC-63253-17 | 4224995123 | 2753 Sunset Blvd, San Diego, CA, 92160 | 0.94 | Name re-casedPhone reformattedPlaceholder values cleared |
| PRV-20017 | PRV | Wayne Hamilton | 1947-06-25 | — | 6065891337 | — | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-29343 | PRV | Evelyn Young | 2006-09-15 | — | 3747847570 | 6805 Mesa Dr, Gilbert, AZ, 85221 | 0.94 | Date of birth reformattedPhone reformattedPlaceholder values cleared |
| PRV-27370 | PRV | Lauren Z Valdez | 1958-07-09 | — | 2958685888 | — | 0.94 | Date of birth reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-26835 | PRV | Jonathan Green | 1964-07-25 | UHC-91476-16 | 2067330935 | — | 0.94 | Name re-casedPhone reformattedWhitespace trimmed |
| PRV-20281 | PRV | Ryan Barbara | 1964-05-01 | UHC-96763-42 | 3232403800 | 6299 Sunset Blvd, San Diego, CA, 92148 | 0.94 | Name re-casedPhone reformattedPlaceholder values cleared |
| PRV-20974 | PRV | Douglas Ruiz | 1997-09-11 | UHC-49143-85 | 6872030382 | 4282 Meadow Ln, Tempe, AZ, 85246 | 0.94 | Name re-casedWhitespace trimmedPlaceholder values cleared |
| PRV-26253 | PRV | Mark Schmidt | 1966-10-14 | — | 2096465528 | — | 0.94 | Date of birth reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-26254 | PRV | Mark Schmidt | 1966-10-14 | — | 2096465528 | — | 0.94 | Date of birth reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-21386 | PRV | Ed Graham | 1963-12-06 | UHC-96241-33 | 7634290261 | — | 0.94 | Date of birth reformattedPhone reformattedPlaceholder values cleared |
| PRV-25899 | PRV | Samuel Maquez | 1995-12-04 | UHC-23159-56 | 2459718161 | 927 Church St, Phoenix, AZ, 85093 | 0.94 | Name re-casedCity re-casedPlaceholder values cleared |
| PRV-20484 | PRV | Terry Hansen | 1956-10-09 | UHC-59896-66 | 4798898424 | — | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-24954 | PRV | Mark Mills | 1962-04-06 | — | 6477423538 | — | 0.94 | Date of birth reformattedPhone reformattedPlaceholder values cleared |
| PRV-20998 | PRV | Gary Richardson | 1954-08-03 | UHC-77929-51 | 4198994903 | 5154 Mountain View Dr, Eden Prairie, MN, 55336 | 0.94 | Date of birth reformattedPhone reformattedPlaceholder values cleared |
| PRV-24198 | PRV | Luis Miller | 1998-03-25 | UHC-85826-69 | — | 6417 Apache Blvd, Fresno, CA, 93795 | 0.94 | State code upper-casedWhitespace trimmedPlaceholder values cleared |
| PRV-29195 | PRV | Ann Hoffman | 2008-02-22 | — | 3399935016 | — | 0.94 | Name re-casedPhone reformattedPlaceholder values cleared |
| PRV-27567 | PRV | Roger E Ortiz | 1980-03-26 | — | 5107334364 | 3575 Baseline Rd, Austin, TX, 78786 | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-24406 | PRV | Judith Owens | 1969-09-17 | — | 2105906088 | 8433 Lincoln Way, Miami, FL, 33151 | 0.94 | Date of birth reformattedPhone reformattedPlaceholder values cleared |
| PRV-29431 | PRV | Christian Q Wheeler | 1976-08-08 | — | 2552216963 | 6628 Lincoln Way, Tampa, FL, 33620 | 0.94 | City re-casedWhitespace trimmedPlaceholder values cleared |
| PRV-22049 | PRV | Diana Ramos | 1994-10-07 | — | — | 8705 Pine Dr, Atlanta, GA, 30335 | 0.94 | Name re-casedWhitespace trimmedPlaceholder values cleared |
| PRV-27077 | PRV | Bradley Rivera | 1986-01-09 | UHC-14146-70 | 9287092307 | 1580 Willow Ct, Jacksonville, FL, 32239 | 0.94 | Phone reformattedCity re-casedPlaceholder values cleared |