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-23656 | PRV | Eric Pierce | 2003-11-02 | UHC-40910-11 | 5116032279 | 6563 Sage Ct, Chandler, AZ, 85292 | 0.82 | Street suffix standardisedAddress re-casedWhitespace trimmed |
| PRV-23647 | PRV | George Garrett | 1995-05-14 | UHC-05067-11 | 5508568354 | 7844 Indian School Rd, Sacramento, CA, 95845 | 0.82 | Phone reformattedGender normalisedPlaceholder values cleared |
| PRV-26535 | PRV | Marilyn Daniels | 1964-06-17 | UHC-85880-83 | 9025455044 | 2712 Canyon Rd, Tempe, AZ, 85250 | 0.82 | Gender normalisedWhitespace trimmedPlaceholder values cleared |
| PRV-26523 | PRV | Tyler Barnes | 1966-03-01 | — | 7433776119 | 2446 Apache Blvd, Jacksonville, FL, 32219 | 0.82 | Street suffix standardisedAddress re-casedPlaceholder values cleared |
| PRV-25119 | PRV | Robert Jacobs | 1957-03-14 | — | 5642961872 | 6001 Canyon Rd, Jacksonville, FL, 32224 | 0.82 | City re-casedState name converted to codePlaceholder values cleared |
| PRV-28729 | PRV | Samuel Daniels | 1977-11-16 | — | — | — | 0.82 | Phone missing area codeWhitespace trimmedPlaceholder values cleared |
| PRV-29185 | PRV | Peter P Roberts | 2009-09-12 | UHC-81497-96 | — | 1031 Grand Ave, Plano, TX, 75042 | 0.82 | Gender normalisedWhitespace trimmedPlaceholder values cleared |
| PRV-24175 | PRV | Megan Watson | 1975-04-10 | — | — | 257 Pine Dr, Miami, FL, 33164 | 0.82 | Street suffix standardisedAddress re-casedPlaceholder values cleared |
| PRV-28289 | PRV | Terry Bailey | 1996-06-13 | UHC-05528-15 | 4716039319 | 2861 Oak St, Gilbert, AZ, 85278 | 0.82 | Phone reformattedGender normalisedPlaceholder values cleared |
| PRV-26726 | PRV | George Santiago | 1946-08-04 | UHC-43199-85 | 9704937058 | — | 0.82 | Two-digit birth yearPhone reformattedPlaceholder values cleared |
| PRV-23853 | PRV | Grace S Maldonado | 1945-01-19 | UHC-96133-18 | 9109435868 | 902 Lincoln Way, Orlando, FL, 32827 | 0.82 | Phone reformattedZIP+4 trimmedWhitespace trimmed |
| PRV-22847 | PRV | Joshua M Diaz | 1983-01-17 | — | 5379681224 | 5119 Bayshore Dr, Phoenix, AZ | 0.82 | ZIP missingWhitespace trimmedPlaceholder values cleared |
| PRV-20478 | PRV | Santiago X Ford | 1994-12-11 | UHC-19531-20 | 8246440751 | 179 Apache Blvd, Tucson, AZ, 85720 | 0.82 | Name re-casedGender normalisedPlaceholder values cleared |
| PRV-28037 | PRV | Elijah Wood | 1984-09-24 | — | — | 3073 Main St, Scottsdale, AZ, 85282 | 0.82 | Street suffix standardisedAddress re-casedPlaceholder values cleared |
| PRV-29176 | PRV | Carolyn Pane | 1978-06-09 | — | 7666339374 | 5657 Bayshore Dr, Orlando, FL, 32824 | 0.82 | Name re-casedTwo-digit birth yearPlaceholder values cleared |
| PRV-21794 | PRV | Jacqueline Payne | 1952-08-12 | — | 7664821145 | 8478 Sunset Blvd, Plano, TX, 75091 | 0.82 | Two-digit birth yearPhone reformattedPlaceholder values cleared |
| PRV-20658 | PRV | Steve Mason | 1949-01-20 | UHC-11372-10 | 7267442355 | 5037 Ocean Ave, Columbus, OH, 43224 | 0.82 | Gender normalisedWhitespace trimmedPlaceholder values cleared |
| PRV-21178 | PRV | Steven Little | 1957-12-22 | UHC-14266-65 | 8518072578 | — | 0.82 | Phone reformattedGender normalisedPlaceholder values cleared |
| PRV-24838 | PRV | Walter Phillips | 1998-10-01 | UHC-08695-23 | 6074994751 | 3291 Broadway # 181, Fresno, CA, 93755 | 0.82 | Date of birth reformattedUnit split from streetPlaceholder values cleared |
| PRV-20217 | PRV | Jacob Obrien | 1953-12-07 | — | 8974392985 | — | 0.82 | Name re-casedGender normalisedPlaceholder values cleared |
| PRV-22953 | PRV | Christine Morales | 2007-01-19 | UHC-18121-75 | 5674677874 | 9879 Lincoln Way, Fresno, CA | 0.82 | ZIP missingWhitespace trimmedPlaceholder values cleared |
| PRV-22449 | PRV | Julia Jensen | 1958-06-21 | UHC-89834-38 | 3894618707 | 6824 Broadway, Phoenix, AZ, 85014 | 0.82 | Date of birth reformattedState name converted to codePlaceholder values cleared |
| PRV-29526 | PRV | Kenneth Day | 2008-07-12 | — | 7268510027 | 8020 Main St, Fresno, CA | 0.82 | Phone reformattedZIP missingPlaceholder values cleared |
| PRV-29009 | PRV | Ana Vargas | 1939-05-27 | — | 3518972153 | 2692 Pine Dr, Scottsdale, AZ, 85252 | 0.82 | ZIP+4 trimmedWhitespace trimmedPlaceholder values cleared |
| PRV-20846 | PRV | Hannah Young | 2001-02-22 | — | 3338285049 | 3496 Cedar Ln, Minneapolis, MN, 55481 | 0.82 | Street suffix standardisedAddress re-casedPlaceholder values cleared |
| PRV-26243 | PRV | Jeremy Sullivan | 1981-10-18 | UHC-15896-37 | 5239176767 | 5808 Camelback Rd, Columbus, OH, 43237 | 0.82 | Two-digit birth yearPhone reformattedPlaceholder values cleared |
| PRV-27043 | PRV | Daniel Stephens | 1993-08-03 | — | 5985032190 | 4109 Willow Ct, Tempe, AZ, 85244 | 0.82 | State code upper-casedGender normalisedPlaceholder values cleared |
| PRV-21990 | PRV | Gary Harvey | 1955-02-26 | UHC-53525-01 | 7039308215 | 3688 River Rd, Gilbert, AZ, 85222 | 0.82 | Name split from “Last, First”Phone reformattedPlaceholder values cleared |
| PRV-20375 | PRV | Pamela Diaz | 1967-12-02 | UHC-10177-33 | 6686950098 | 9808 Elm St, Atlanta, GA, 30358 | 0.82 | Phone reformattedGender normalisedPlaceholder values cleared |
| PRV-24222 | PRV | Joe Fieds | 1952-10-21 | — | 4155698963 | 3168 Pine Dr, Columbus, OH, 43228 | 0.82 | Date of birth reformattedZIP+4 trimmedPlaceholder values cleared |
| PRV-25137 | PRV | Betty Patterson | 1979-01-20 | — | 7076134958 | 6212 Bayshore Dr, Gilbert, AZ, 85273 | 0.82 | Street suffix standardisedAddress re-casedPlaceholder values cleared |
| PRV-23141 | PRV | Edward Powell | 1968-08-27 | UHC-15445-60 | 7008664825 | 1518 Indian School Rd, Tucson, AZ, 85731 | 0.82 | Name split from “Last, First”Phone reformattedPlaceholder values cleared |
| PRV-29494 | PRV | Kimberly O Gutierrez | 1944-05-12 | — | 5245557201 | 8251 Sage Ct, Tucson, AZ, 85796 | 0.82 | Phone reformattedZIP+4 trimmedPlaceholder values cleared |
| PRV-28601 | PRV | Valentina Singh | 1955-11-26 | UHC-67875-96 | — | 4496 Union St, Dallas, TX, 75295 | 0.82 | Name split from “Last, First”Whitespace trimmedPlaceholder values cleared |
| PRV-22824 | PRV | Andrea Franklin | 1983-11-15 | — | 8412243054 | 2792 Ocean Ave, Tempe, AZ, 85255 | 0.82 | Phone reformattedZIP+4 trimmedPlaceholder values cleared |
| PRV-27594 | PRV | Gary Kelly | 1970-12-25 | — | — | 9565 Valley View Dr, San Antonio, TX, 78237 | 0.82 | City re-casedGender normalisedPlaceholder values cleared |
| PRV-23724 | PRV | Ethan Ross | 1978-05-11 | UHC-72291-17 | 8693779501 | 1589 Central Ave, Jacksonville, FL, 32248 | 0.82 | Street suffix standardisedAddress re-casedPlaceholder values cleared |
| PRV-24166 | PRV | Fatia Pena | 1940-12-03 | — | — | 8502 Broadway, Orlando, FL, 32889 | 0.82 | Name split from “Last, First”Whitespace trimmedPlaceholder values cleared |
| PRV-23971 | PRV | Ryan V Harvey | 1976-06-26 | UHC-08814-34 | — | 5411 Harbor Blvd # 701, Mesa, AZ, 85272 | 0.82 | Unit split from streetWhitespace trimmedPlaceholder values cleared |
| PRV-27899 | PRV | Eugene Crawford | 1954-05-05 | UHC-66706-90 | — | 4182 Highland Ave, Nashville, TN, 37248 | 0.82 | Name re-casedGender normalisedPlaceholder values cleared |
| PRV-26104 | PRV | Ann Jones | 1966-09-24 | — | 4746282723 | 6076 Elm St, San Antonio, TX, 78268 | 0.82 | Street suffix standardisedAddress re-casedPlaceholder values cleared |
| PRV-29475 | PRV | Paul Nguyen | — | — | 7706210767 | — | 0.82 | Date of birth unreadablePhone reformattedPlaceholder values cleared |
| PRV-23828 | PRV | Christine Carter | 1939-10-14 | — | — | — | 0.82 | Date of birth reformattedPhone missing area codePlaceholder values cleared |
| PRV-25637 | PRV | Lauren L Washington | 1965-10-28 | UHC-74755-05 | 8856518679 | — | 0.82 | Gender normalisedWhitespace trimmedPlaceholder values cleared |
| PRV-22103 | PRV | Mateo Kelly | 1947-07-10 | — | 4894443862 | — | 0.82 | Name split from “Last, First”Whitespace trimmedPlaceholder values cleared |
| PRV-21824 | PRV | Harold I Fisher | 1962-04-25 | — | 8633139086 | — | 0.82 | Name split from “Last, First”Date of birth reformattedPlaceholder values cleared |
| PRV-20993 | PRV | Billy Hughes | 1980-03-14 | UHC-09060-83 | 7882827080 | 2722 Washington St, Nashville, TN, 37287 | 0.82 | Street suffix standardisedAddress re-casedPlaceholder values cleared |
| PRV-23111 | PRV | Bryan West | 2006-10-02 | — | — | 5578 Main St, Minneapolis, MN, 55420 | 0.82 | Street suffix standardisedAddress re-casedPlaceholder values cleared |
| PRV-21616 | PRV | Lawrence Sullivan | 2001-12-01 | UHC-85120-50 | 7673520462 | 8018 Elm St, Houston, TX, 77033 | 0.82 | Phone reformattedState name converted to codePlaceholder values cleared |
| PRV-29265 | PRV | Catherine I Sanchez | 1993-07-05 | UHC-57995-64 | 7342286549 | 3195 Valley View Dr, Charlotte, NC, 28257 | 0.82 | Phone reformattedGender normalisedPlaceholder values cleared |