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-21623 | PRV | Omar Richardson | 1941-06-13 | — | — | — | 0.96 | Whitespace trimmedPlaceholder values cleared |
| PRV-25783 | PRV | Mary Jensen | 1989-11-16 | UHC-25665-35 | 3715413737 | 4180 Spring St, Las Vegas, NV, 89100 | 0.96 | Name re-casedPlaceholder values cleared |
| PRV-23959 | PRV | Frances D Hayes | 1985-11-06 | UHC-79363-79 | 7984806181 | — | 0.96 | Whitespace trimmedPlaceholder values cleared |
| PRV-26832 | PRV | Bruce Jackson | 1956-01-19 | UHC-34324-18 | 8167114526 | 8460 Oak St, Jacksonville, FL, 32261 | 0.96 | Phone reformattedPlaceholder values cleared |
| PRV-24220 | PRV | Olivia Berry | 1987-12-10 | — | 3446201978 | — | 0.96 | Phone reformattedPlaceholder values cleared |
| PRV-23317 | PRV | Kevin Warren | 1983-09-19 | — | 5763571395 | 7739 Broadway, Gilbert, AZ, 85220 | 0.96 | Whitespace trimmedPlaceholder values cleared |
| PRV-25152 | PRV | Evelyn Jensen | 2005-05-28 | — | — | 9886 Sage Ct, Phoenix, AZ, 85052 | 0.96 | City re-casedPlaceholder values cleared |
| PRV-22587 | PRV | Catherine Q Marquez | 2000-01-20 | — | — | — | 0.96 | Whitespace trimmedPlaceholder values cleared |
| PRV-26000 | PRV | Beverly Baker | 1997-08-08 | UHC-69779-08 | — | 5700 Maple Ave, Atlanta, GA, 30347 | 0.96 | Date of birth reformattedPlaceholder values cleared |
| PRV-21267 | PRV | Gloria V Ortega | 2007-02-20 | — | — | 4707 Highland Ave, Tempe, AZ, 85252 | 0.96 | City re-casedPlaceholder values cleared |
| PRV-24167 | PRV | Betty Pena | 1953-10-03 | UHC-15755-28 | 5886663083 | 8194 Maple Ave, Nashville, TN, 37272 | 0.96 | Phone reformattedPlaceholder values cleared |
| PRV-21000 | PRV | Terry Padilla | 1940-07-25 | UHC-74052-85 | 3276196347 | 5031 Camelback Rd, Plano, TX, 75003 | 0.96 | Date of birth reformattedPlaceholder values cleared |
| PRV-25206 | PRV | Mateo Willis | 2002-03-22 | UHC-05122-10 | — | — | 0.96 | Date of birth reformattedPlaceholder values cleared |
| PRV-29276 | PRV | Linda White | 1948-03-14 | — | 6328183131 | 496 Ridge Rd, Plano, TX, 75093 | 0.96 | Phone reformattedPlaceholder values cleared |
| PRV-29424 | PRV | Kyle Q Wells | 1988-04-04 | — | 7323738105 | 5026 Sage Ct, Sacramento, CA, 95858 | 0.96 | Phone reformattedPlaceholder values cleared |
| PRV-26628 | PRV | Murphy Elijah | 1945-06-24 | UHC-06509-69 | 5346230056 | 8467 Union St, Plano, TX, 75041 | 0.96 | Phone reformattedPlaceholder values cleared |
| PRV-26126 | PRV | Brandon H Herrera | 1964-08-28 | — | 6168224671 | 7494 Meadow Ln, Houston, TX, 77047 | 0.96 | Phone reformattedPlaceholder values cleared |
| PRV-22244 | PRV | Albbert Murray | 1998-02-28 | — | — | — | 0.96 | Name re-casedPlaceholder values cleared |
| PRV-27144 | PRV | Richard Murphy | 1992-02-22 | UHC-66444-91 | 6824514806 | — | 0.96 | Date of birth reformattedPlaceholder values cleared |
| PRV-27145 | PRV | Richard Murphy | 1992-02-22 | UHC-66444-91 | 6824514806 | — | 0.96 | Date of birth reformattedPlaceholder values cleared |
| PRV-29241 | PRV | Samantha Meyer | 1963-07-12 | UHC-21895-52 | 3682992468 | 887 Indian School Rd, Denver, CO, 80233 | 0.96 | City re-casedPlaceholder values cleared |
| PRV-29037 | PRV | Diana Cruz | 1984-05-15 | — | 9877949457 | — | 0.96 | Phone reformattedPlaceholder values cleared |
| PRV-24137 | PRV | Kelly Brooks | 1986-08-21 | — | 5375014455 | 8921 Mountain View Dr, Chandler, AZ, 85207 | 0.96 | Phone reformattedPlaceholder values cleared |
| PRV-27568 | PRV | Ronald Morales | 1948-01-28 | — | 5609962582 | 2228 Church St, Phoenix, AZ, 85044 | 0.96 | Name re-casedPlaceholder values cleared |
| PRV-28171 | PRV | Danielle U Wood | 1995-10-05 | — | — | 2117 Washington St, Minneapolis, MN, 55443 | 0.96 | Whitespace trimmedPlaceholder values cleared |
| PRV-23467 | PRV | Catherine Cunningham | 1963-04-20 | — | — | 2671 Highland Ave, Las Vegas, NV, 89145 | 0.96 | Whitespace trimmedPlaceholder values cleared |
| PRV-22917 | PRV | Christina G Howell | 1939-09-22 | UHC-20356-10 | 7637758869 | 6124 Mesa Dr, Tempe, AZ, 85271 | 0.96 | Phone reformattedPlaceholder values cleared |
| PRV-28699 | PRV | Samantha H Armstrong | 1954-05-07 | — | 4226324549 | 6687 Elm St, Denver, CO, 80297 | 0.96 | Phone reformattedPlaceholder values cleared |
| PRV-24468 | PRV | Aisha Bishop | 1978-02-27 | UHC-96052-20 | 2872082209 | 7086 Oak St, Glendale, AZ, 85305 | 0.96 | Name re-casedPlaceholder values cleared |
| PRV-23658 | PRV | Brenda M Hery | 2004-01-05 | UHC-97888-54 | — | 2034 Cedar Ln, Chandler, AZ, 85232 | 0.96 | City re-casedPlaceholder values cleared |
| PRV-26012 | PRV | Shirley Arnold | 1994-10-28 | — | 8925602942 | — | 0.96 | Name re-casedPlaceholder values cleared |
| PRV-29369 | PRV | Jacqueline Mitchell | 1952-08-19 | — | 9025108443 | 4556 Grand Ave, Atlanta, GA, 30384 | 0.96 | Name re-casedPlaceholder values cleared |
| PRV-23087 | PRV | Emily Anderson | 1953-02-16 | UHC-77460-19 | 5059545342 | — | 0.96 | Phone reformattedPlaceholder values cleared |
| PRV-25828 | PRV | Stephanie Ross | 1990-12-11 | UHC-04168-70 | — | 1376 Ridge Rd, Jacksonville, FL, 32239 | 0.96 | Whitespace trimmedPlaceholder values cleared |
| PRV-24625 | PRV | Ronald Fuller | 1939-02-12 | UHC-85530-87 | 4367727375 | — | 0.96 | Member ID reformattedPlaceholder values cleared |
| PRV-26093 | PRV | Zacahry Pena | 1950-06-06 | — | 3799111696 | 6126 Mountain View Dr, Gilbert, AZ, 85251 | 0.96 | Whitespace trimmedPlaceholder values cleared |
| PRV-25940 | PRV | Gabriel Thompson | 1962-10-09 | UHC-12785-40 | 2478706650 | 6602 Valley View Dr, San Antonio, TX, 78273 | 0.96 | Phone reformattedPlaceholder values cleared |
| PRV-28927 | PRV | Amy Griffin | 1967-12-12 | UHC-47681-13 | 8495861893 | 7186 Central Ave, Los Angeles, CA, 90017 | 0.96 | Phone reformattedPlaceholder values cleared |
| PRV-20569 | PRV | Kayla Berry | 1951-03-20 | UHC-74190-66 | 4262070632 | — | 0.96 | Phone reformattedPlaceholder values cleared |
| PRV-22430 | PRV | Jack Martinez | 2006-09-24 | UHC-79485-18 | 5069828781 | 5313 Forest Ave, Minneapolis, MN, 55403 | 0.96 | Phone reformattedWhitespace trimmed |
| PRV-20119 | PRV | Madison M Wright | 1971-11-10 | UHC-57868-16 | — | 1261 Harbor Blvd, Chandler, AZ, 85264 | 0.96 | Whitespace trimmedPlaceholder values cleared |
| PRV-21396 | PRV | Diego S Espinoza | 1992-02-11 | UHC-74540-68 | — | 6172 Willow Ct, Houston, TX, 77062 | 0.96 | City re-casedPlaceholder values cleared |
| PRV-25747 | PRV | Doris F Moore | 2006-12-13 | — | 2163382691 | — | 0.96 | Phone reformattedPlaceholder values cleared |
| PRV-27399 | PRV | Isabella Turner | 1957-01-04 | — | 6625778854 | — | 0.96 | Phone reformattedPlaceholder values cleared |
| PRV-22981 | PRV | Alexander Jordan | 1979-06-22 | — | 6527957318 | 8019 Church St, Charlotte, NC, 28263 | 0.96 | Phone reformattedPlaceholder values cleared |
| PRV-26251 | PRV | Samuel Hart | 1982-03-15 | — | 3894222135 | 3954 Desert Sky Blvd, Tucson, AZ, 85744 | 0.96 | City re-casedPlaceholder values cleared |
| PRV-24407 | PRV | Aaron Stone | 1966-01-28 | UHC-20090-06 | 7802243948 | 14 Park Pl, Gilbert, AZ, 85205 | 0.96 | Phone reformattedPlaceholder values cleared |
| PRV-22510 | PRV | Ralph Johnston | 1983-01-27 | — | — | 1083 Sage Ct, Minneapolis, MN, 55490 | 0.96 | Date of birth reformattedPlaceholder values cleared |
| PRV-21728 | PRV | Evelyn Sith | 1970-05-01 | — | 9723211528 | 1370 Broadway, Glendale, AZ, 85301 | 0.96 | Whitespace trimmedPlaceholder values cleared |
| PRV-20479 | PRV | Jhn Graham | 1982-06-14 | — | 3267854971 | 719 Central Ave, Tampa, FL, 33657 | 0.96 | Phone reformattedPlaceholder values cleared |