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, flag “Phone reformatted”, lowest dq score first
| Record | Source | Name | DOB | Member ID | Phone | Address | Quality score | Flags |
|---|---|---|---|---|---|---|---|---|
| PRV-24107 | PRV | Jesse M Sandoval | 1962-10-14 | UHC-22226-32 | 8762674493 | 2084 Jefferson Ave, Jacksonville, FL, 32286 | 0.82 | Two-digit birth yearPhone reformattedPlaceholder values cleared |
| PRV-28750 | PRV | Kyle Contreras | 1962-06-10 | UHC-17396-44 | 5368965463 | 7575 Canyon Rd, Denver, CO, 80251 | 0.82 | Phone reformattedZIP+4 trimmedPlaceholder values cleared |
| PRV-25909 | PRV | Linda Hill | 1999-06-21 | UHC-06589-71 | 6657552053 | 1446 Bayshore Dr, Denver, CO, 80222 | 0.82 | Phone reformattedStreet suffix standardisedAddress re-cased |
| PRV-21110 | PRV | Amy Wagner | — | UHC-05819-84 | 6112867706 | 1324 Bayshore Dr, Columbus, OH, 43269 | 0.82 | Date of birth missingPhone reformattedPlaceholder values cleared |
| PRV-27290 | PRV | Lauren K James | 1978-08-05 | UHC-83197-90 | 4453468381 | — | 0.82 | Two-digit birth yearPhone reformattedWhitespace trimmed |
| PRV-26318 | PRV | Katherine Hughes | 1964-08-18 | — | 9573748697 | 3745 Maple Ave Apt 17, San Diego, CA, 92114 | 0.82 | Phone reformattedUnit split from streetPlaceholder values cleared |
| PRV-29084 | PRV | Gary Q Daniesl | 2007-01-19 | UHC-24336-40 | 4364137189 | — | 0.82 | Name split from “Last, First”Phone reformattedPlaceholder values cleared |
| PRV-28145 | PRV | Roger Robinsson | 1990-04-28 | UHC-22981-73 | 6299699491 | 2138 Ocean Ave, Tampa, FL, 33617 | 0.82 | Phone reformattedGender normalisedPlaceholder values cleared |
| PRV-27055 | PRV | Jenice Kelly | 1956-11-05 | — | 6167580964 | — | 0.82 | Phone reformattedGender normalisedPlaceholder values cleared |
| PRV-24015 | PRV | Katherine N Porter | 1945-05-01 | UHC-30660-13 | 7955121059 | 8266 Lincoln Way, Eden Prairie, MN, 55386 | 0.82 | Phone reformattedState name converted to codePlaceholder values cleared |
| PRV-29446 | PRV | Richard X Hal | 1968-05-21 | UHC-80730-48 | 3653793998 | 1642 Mountain View Dr, Dallas, TX, 75294 | 0.82 | Phone reformattedZIP+4 trimmedPlaceholder values cleared |
| PRV-26668 | PRV | Jacqueline Bell | 1997-04-19 | — | 8718672673 | — | 0.82 | Phone reformattedGender normalisedPlaceholder values cleared |
| PRV-24975 | PRV | Isabella Elliott | 1942-04-03 | — | 9478300276 | — | 0.82 | Name split from “Last, First”Phone reformattedPlaceholder values cleared |
| PRV-27014 | PRV | Heather Chavez | 1947-10-03 | UHC-48341-50 | 2995580953 | 698 Apache Blvd, Miami, FL, 33189 | 0.82 | Phone reformattedState name converted to codePlaceholder values cleared |
| PRV-27558 | PRV | Alexis Vasquez | 1968-08-12 | — | 7719250588 | 6026 Ocean Ave, Chandler, AZ, 85241 | 0.82 | Phone reformattedGender normalisedPlaceholder values cleared |
| PRV-22863 | PRV | Joe Q Hernandez | 1984-04-12 | — | 7448370918 | 795 Maple Ave, Tempe, AZ | 0.82 | Phone reformattedZIP missingPlaceholder values cleared |
| PRV-27586 | PRV | Anthony Hernandez | 1986-02-11 | UHC-00616-73 | 5736512891 | 9401 Central Ave, Orlando, FL, 32845 | 0.82 | Phone reformattedState name converted to codePlaceholder values cleared |
| PRV-27667 | PRV | Albert Larson | — | — | 9705549588 | 197 Park Pl, Glendale, AZ, 85399 | 0.82 | Date of birth missingPhone reformattedPlaceholder values cleared |
| PRV-27323 | PRV | Deborah Luna | 1953-12-05 | UHC-71000-23 | 9327912460 | — | 0.82 | Two-digit birth yearPhone reformattedPlaceholder values cleared |
| PRV-20477 | PRV | Helen Guerrero | 1982-11-01 | — | 4187174453 | — | 0.82 | Name split from “Last, First”Phone reformattedPlaceholder values cleared |
| PRV-21879 | PRV | Jean Petars | 1980-07-14 | — | 4444915682 | 5944 Apache Blvd, Miami, FL, 33119 | 0.82 | Name split from “Last, First”Phone reformattedPlaceholder values cleared |
| 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-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-21794 | PRV | Jacqueline Payne | 1952-08-12 | — | 7664821145 | 8478 Sunset Blvd, Plano, TX, 75091 | 0.82 | Two-digit birth yearPhone reformattedPlaceholder values cleared |
| PRV-21178 | PRV | Steven Little | 1957-12-22 | UHC-14266-65 | 8518072578 | — | 0.82 | Phone reformattedGender normalisedPlaceholder values cleared |
| PRV-29526 | PRV | Kenneth Day | 2008-07-12 | — | 7268510027 | 8020 Main St, Fresno, CA | 0.82 | Phone reformattedZIP missingPlaceholder 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-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-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-22824 | PRV | Andrea Franklin | 1983-11-15 | — | 8412243054 | 2792 Ocean Ave, Tempe, AZ, 85255 | 0.82 | Phone reformattedZIP+4 trimmedPlaceholder values cleared |
| PRV-29475 | PRV | Paul Nguyen | — | — | 7706210767 | — | 0.82 | Date of birth unreadablePhone reformattedPlaceholder 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 |
| PRV-25878 | PRV | Diane Reid | 1954-02-03 | — | 4824190082 | 2365 Sage Ct, Houston, TX, 77045 | 0.82 | Phone reformattedGender normalisedPlaceholder values cleared |
| PRV-27736 | PRV | Ashley Watson | 1960-12-22 | UHC-02090-65 | 9388858091 | 4523 Maple Ave, Phoenix, AZ, 85064 | 0.82 | Phone reformattedState name converted to codePlaceholder values cleared |
| PRV-22007 | PRV | Philip Woods | 2001-02-24 | — | 9877177326 | 8935 Valley View Dr, Eden Prairie, MN, 55320 | 0.82 | Phone reformattedState name converted to codePlaceholder values cleared |
| PRV-22696 | PRV | Anna Hall | 2001-04-04 | — | 9816328969 | 1680 Jefferson Ave, Miami, FL, 33114 | 0.82 | Phone reformattedZIP+4 trimmedPlaceholder values cleared |
| PRV-26734 | PRV | Joseph Walsh | 1997-05-25 | UHC-54154-91 | 2296377020 | — | 0.82 | Name split from “Last, First”Phone reformattedPlaceholder values cleared |
| PRV-26352 | PRV | Marcus Nichols | 2005-03-17 | — | 3672142096 | 7137 Sunset Blvd, Eden Prairie, MN, 55334 | 0.82 | Phone reformattedGender normalisedPlaceholder values cleared |
| PRV-28932 | PRV | Lori Espinoza | 1971-10-10 | UHC-27604-26 | 3344635852 | 7801 Lincoln Way, Mesa, AZ, 85227 | 0.82 | Phone reformattedGender normalisedPlaceholder values cleared |
| PRV-28009 | PRV | Theresa King | 1961-07-13 | UHC-01570-93 | 4404102326 | 8709 Main St, Atlanta, GA, 30319 | 0.82 | Phone reformattedStreet suffix standardisedAddress re-cased |
| PRV-23090 | PRV | Ethan Lopez | 1983-05-12 | UHC-27810-97 | 7056804337 | 7340 Palm Dr, Fresno, CA | 0.82 | Phone reformattedZIP missingPlaceholder values cleared |
| PRV-25699 | PRV | Laura B Hunt | 1954-12-01 | UHC-31779-73 | 5058741492 | 2200 Canyon Rd, Tucson, AZ, 85759 | 0.82 | Two-digit birth yearPhone reformattedPlaceholder values cleared |
| PRV-27689 | PRV | Kayla Schmidt | 1973-12-05 | — | 6105445206 | 7183 Sunset Blvd, Columbus, OH, 43276 | 0.82 | Name split from “Last, First”Phone reformattedPlaceholder values cleared |
| PRV-20229 | PRV | Anna S Fisher | 1990-09-28 | — | 9384466330 | 6576 Camelback Rd, Los Angeles, CA | 0.82 | Phone reformattedZIP missingPlaceholder values cleared |
| PRV-22673 | PRV | Joan W Chavez | 2006-02-14 | UHC-73132-10 | 5769695537 | 7276 Spring St Apt 35, Eden Prairie, MN, 55340 | 0.82 | Phone reformattedUnit split from streetPlaceholder values cleared |