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-22850 | PRV | Mariana Q Stevens | 1967-07-19 | — | 8007454249 | 2593 Main St, Minneapolis, MN, 55471 | 0.90 | Name re-casedPhone reformattedCity re-casedWhitespace trimmed+1 more |
| PRV-25255 | PRV | Diane Meyer | 1984-01-08 | — | 8974579450 | 6924 Apache Blvd, Las Vegas, NV, 89182 | 0.90 | Date of birth reformattedPhone reformattedCity re-casedWhitespace trimmed+1 more |
| PRV-21644 | PRV | Lori Li | 1994-08-08 | UHC-27086-42 | 4574607825 | 4073 Camelback Rd, Tucson, AZ, 85784 | 0.90 | Date of birth reformattedPhone reformattedMember ID reformattedWhitespace trimmed+1 more |
| PRV-25001 | PRV | Mendez Jordan | 1971-06-10 | UHC-72598-96 | 6963667600 | — | 0.90 | Name re-casedDate of birth reformattedPhone reformattedEmail lower-cased+1 more |
| PRV-23888 | PRV | Robert Jordan | 2006-08-03 | UHC-39437-35 | 6286382246 | 6592 Highland Ave, Minneapolis, MN, 55431 | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-23540 | PRV | Diego Fox | 1994-05-06 | — | 7789553363 | 51 Washington St, San Diego, CA, 92115 | 0.90 | Name re-casedPhone reformattedState code upper-casedWhitespace trimmed+1 more |
| PRV-28845 | PRV | Maria D Williams | 1981-03-22 | UHC-03452-96 | 9642466627 | 3689 River Rd, Denver, CO, 80224 | 0.90 | Name re-casedPhone reformattedCity re-casedWhitespace trimmed+1 more |
| PRV-29141 | PRV | Thoomas Mendoza | 1953-12-26 | — | 9013653279 | 8758 Indian School Rd, San Antonio, TX, 78251 | 0.90 | Name re-casedDate of birth reformattedPhone reformattedCity re-cased+1 more |
| PRV-25544 | PRV | Bryan Z Black | 1971-12-12 | UHC-91280-66 | 3177925074 | 6915 Lake View Rd, Atlanta, GA, 30392 | 0.90 | Name re-casedPhone reformattedEmail lower-casedWhitespace trimmed+1 more |
| PRV-25693 | PRV | Douglas Y Lynch | 1983-02-10 | UHC-36045-91 | 6092888751 | 365 Maple Ave, Gilbert, AZ, 85275 | 0.90 | Name re-casedDate of birth reformattedPhone reformattedCity re-cased+1 more |
| PRV-27203 | PRV | Tyler Wagner | 1977-08-17 | UHC-29723-33 | 4056658474 | 8116 Willow Ct, San Antonio, TX, 78239 | 0.90 | Name re-casedCity re-casedEmail lower-casedWhitespace trimmed+1 more |
| PRV-27555 | PRV | Benjamin Turner | 1986-11-22 | UHC-15001-22 | 8614303476 | 8717 Desert Sky Blvd, San Antonio, TX, 78209 | 0.90 | Name re-casedPhone reformattedState code upper-casedWhitespace trimmed+1 more |
| PRV-28863 | PRV | Lauren D Barnes | 1993-09-09 | — | 5672444736 | 9543 Union St, Denver, CO, 80206 | 0.90 | Name re-casedPhone reformattedCity re-casedWhitespace trimmed+1 more |
| PRV-29303 | PRV | Charles Burke | 1944-01-12 | — | 6746496741 | 7974 Meadow Ln, Austin, TX, 78770 | 0.90 | Date of birth reformattedPhone reformattedPlan code upper-casedWhitespace trimmed+1 more |
| PRV-28371 | PRV | Randy E Carpenter | 1977-11-13 | — | 2086033139 | — | 0.90 | Name re-casedDate of birth reformattedPhone reformattedEmail lower-cased+1 more |
| PRV-24306 | PRV | Steven George | 1971-03-07 | UHC-39607-73 | 8165342757 | 1231 Park Pl, Los Angeles, CA, 90067 | 0.90 | Phone reformattedMember ID reformattedCity re-casedWhitespace trimmed+1 more |
| PRV-28479 | PRV | Janice Garrett | 1959-02-15 | — | 3524507434 | 2391 River Rd, Plano, TX, 75045 | 0.90 | Name re-casedDate of birth reformattedPhone reformattedPlan code upper-cased+1 more |
| PRV-21116 | PRV | Catherine Warren | 1967-02-15 | UHC-42276-35 | 8208426413 | — | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-26759 | PRV | Kathleen Alvaraado | 2006-09-04 | UHC-63954-89 | 9107986533 | 1905 Sage Ct, Columbus, OH, 43226 | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-20382 | PRV | Julia Sanders | 1990-03-17 | UHC-75221-78 | 9889045241 | 9533 Washington St, Denver, CO, 80232 | 0.90 | Date of birth reformattedPhone reformattedMember ID reformattedCity re-cased+1 more |
| PRV-26485 | PRV | Priya H Ortiz | 1943-10-11 | UHC-82529-11 | 6228358243 | 3640 Lake View Rd, Dallas, TX, 75241 | 0.90 | Name re-casedPhone reformattedMember ID reformattedEmail lower-cased+1 more |
| PRV-22942 | PRV | Michelle King | 1961-02-12 | UHC-59271-80 | 4842418246 | 973 Maple Ave, Jacksonville, FL, 32293 | 0.90 | Date of birth reformattedPhone reformattedMember ID reformattedWhitespace trimmed+1 more |
| PRV-21841 | PRV | Sarah N Smith | 1994-11-13 | — | 9709227611 | — | 0.90 | Date of birth reformattedPhone reformattedPlan code upper-casedWhitespace trimmed+1 more |
| PRV-21260 | PRV | Gregory Jensen | 2005-08-16 | UHC-11923-03 | 6088586740 | 3096 Pine Dr, Scottsdale, AZ, 85285 | 0.90 | Date of birth reformattedPhone reformattedCity re-casedWhitespace trimmed+1 more |
| PRV-24176 | PRV | Raymond Lawrence | 1949-08-08 | UHC-59874-28 | 7416800946 | — | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-24016 | PRV | Jose Adams | 1938-05-09 | UHC-52436-99 | 3018157190 | 3613 Ridge Rd, Jacksonville, FL, 32233 | 0.90 | Date of birth reformattedPhone reformattedCity re-casedWhitespace trimmed+1 more |
| PRV-21495 | PRV | Carolyn Hansen | 1986-10-11 | UHC-55770-24 | 9388365226 | 9510 Mesa Dr, Dallas, TX, 75268 | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-23802 | PRV | Sean Hunter | 1963-07-21 | UHC-31403-34 | 9216874431 | 4045 Market St, Sacramento, CA, 95809 | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-26362 | PRV | Gary Rodriguez | 2008-10-26 | — | 6567775399 | 3031 Bayshore Dr, Tucson, AZ, 85773 | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-23505 | PRV | Ana Bradley | 1999-03-06 | — | 7198603873 | 1725 Spring St, Las Vegas, NV, 89173 | 0.90 | Name re-casedPhone reformattedState code upper-casedWhitespace trimmed+1 more |
| PRV-20596 | PRV | Lisa H Payne | 1986-05-06 | — | 4609187364 | 4985 Sage Ct, Atlanta, GA, 30333 | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-22727 | PRV | Cynthia Elliott | 2007-09-02 | UHC-38722-48 | 5113382771 | 9248 Sage Ct, San Antonio, TX, 78200 | 0.90 | Phone reformattedMember ID reformattedCity re-casedWhitespace trimmed+1 more |
| PRV-29577 | PRV | Dorothy J Brown | 1944-01-28 | — | 6807695955 | 8317 Mountain View Dr, Nashville, TN, 37241 | 0.90 | Name re-casedPhone reformattedCity re-casedEmail lower-cased+1 more |
| PRV-23822 | PRV | Roy P Smith | 1945-01-07 | — | 4653773812 | — | 0.90 | Name re-casedPhone reformattedEmail lower-casedWhitespace trimmed+1 more |
| PRV-27212 | PRV | Jusstin Bowman | 1980-11-01 | UHC-62449-29 | 6663242365 | — | 0.90 | Name re-casedPhone reformattedEmail lower-casedWhitespace trimmed+1 more |
| PRV-21953 | PRV | Donald Torres | 1963-09-18 | — | 7587485754 | 4999 Jefferson Ave, Charlotte, NC, 28240 | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-24431 | PRV | Nathan S Salazar | 1968-03-03 | — | 8448358897 | — | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-22867 | PRV | Ahmed Ortega | 1938-01-24 | UHC-80634-45 | 4853672099 | 2686 Cedar Ln, Houston, TX, 77044 | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-23191 | PRV | Carolyn Chen | 2006-09-02 | — | 2756819734 | 2822 Sunset Blvd, Glendale, AZ, 85314 | 0.90 | Date of birth reformattedPhone reformattedEmail lower-casedWhitespace trimmed+1 more |
| PRV-23769 | PRV | Doris Evans | 1939-12-19 | — | 3579224649 | 7062 Apache Blvd, Fresno, CA, 93772 | 0.90 | Name re-casedDate of birth reformattedPhone reformattedEmail lower-cased+1 more |
| PRV-24964 | PRV | Danielle Garza | 1978-11-07 | UHC-79202-96 | 9648631091 | — | 0.90 | Name re-casedPhone reformattedEmail lower-casedWhitespace trimmed+1 more |
| PRV-24601 | PRV | Priya Ray | 1962-05-28 | UHC-58523-45 | 9709037558 | 7268 Cedar Ln, Gilbert, AZ, 85287 | 0.90 | Name re-casedDate of birth reformattedPhone reformattedEmail lower-cased+1 more |
| PRV-20843 | PRV | Amanda Herrera | 1943-10-20 | — | 3402102249 | 1424 Lake View Rd, Eden Prairie, MN, 55330 | 0.90 | Date of birth reformattedPhone reformattedEmail lower-casedWhitespace trimmed+1 more |
| PRV-25736 | PRV | Austin R Cunningham | 2005-12-11 | — | 6392836784 | 4366 Forest Ave, Phoenix, AZ, 85002 | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-28874 | PRV | Terry Payne | 2007-04-07 | UHC-95731-30 | 7303294495 | 1535 Apache Blvd, Atlanta, GA, 30323 | 0.90 | Phone reformattedMember ID reformattedEmail lower-casedWhitespace trimmed+1 more |
| PRV-20904 | PRV | Alice Ruiz | 2004-04-27 | — | 7886610687 | — | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |
| PRV-24128 | PRV | Matthew Lewis | 1980-08-11 | — | 7386742007 | 2427 Harbor Blvd, Tempe, AZ, 85217 | 0.90 | Date of birth reformattedPhone reformattedEmail lower-casedWhitespace trimmed+1 more |
| PRV-29249 | PRV | Douglas Cruz | 1961-04-01 | — | 2817939656 | 9571 Baseline Rd, Columbus, OH, 43278 | 0.90 | Phone reformattedCity re-casedState code upper-casedWhitespace trimmed+1 more |
| PRV-20953 | PRV | Lawrence M Burke | 1951-03-07 | UHC-58705-65 | 4887835554 | 1137 Palm Dr, Gilbert, AZ, 85259 | 0.90 | Name re-casedPhone reformattedCity re-casedWhitespace trimmed+1 more |
| PRV-28578 | PRV | Nicole B Jordan | 1958-06-05 | UHC-95049-23 | 6652142279 | — | 0.90 | Name re-casedDate of birth reformattedPhone reformattedWhitespace trimmed+1 more |