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
All sources, lowest dq score first
| Record | Source | Name | DOB | Member ID | Phone | Address | Quality score | Flags |
|---|---|---|---|---|---|---|---|---|
| TPA-56425 | TPA | Amy Romero | 1953-04-25 | — | 7307198142 | 5444 Union St Apt 7, Phoenix, AZ, 85061 | 0.46 | Name re-casedDate of birth reformattedPhone reformattedUnit split from street+5 more |
| CLM-400252 | CLM | Jeremy Adams | 1971-07-04 | UHC-96734-62 | 3987907224 | 4817 Oak St, Austin, TX, 78775 | 0.46 | Name split from “Last, First”Phone reformattedMember ID reformattedStreet suffix standardised+5 more |
| ENR-105582 | ENR | William U Simpson | 1979-05-20 | UHC-38745-57 | 9326871675 | 4262 Mountain View Dr, Miami, FL, 33116 | 0.46 | Two-digit birth yearPhone reformattedStreet suffix standardisedAddress re-cased+5 more |
| PRV-20925 | PRV | George Willis | 1939-10-03 | UHC-36586-64 | 7754486801 | 4974 Maple Ave # 728, Phoenix, AZ, 85076 | 0.46 | Name re-casedPhone reformattedUnit split from streetStreet suffix standardised+5 more |
| ENR-117827 | ENR | Joshua Bell | 1951-09-15 | UHC-79259-49 | 9685390036 | 8805 Market St, Chandler, AZ, 85203 | 0.46 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-105887 | ENR | Logan N Bell | 1970-08-22 | UHC-88125-05 | 2247598345 | 8447 River Rd, Miami, FL, 33145 | 0.46 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+5 more |
| TPA-50609 | TPA | Nick Perry | 1972-02-16 | UHC-33463-19 | 3035490621 | 3968 Sunset Blvd Apt 30, San Antonio, TX, 78221 | 0.46 | Date of birth reformattedPhone reformattedUnit split from streetStreet suffix standardised+5 more |
| ENR-135258 | ENR | Ahmed Willis | — | UHC-12380-24 | 9683589025 | 6230 Church St # 660, Atlanta, GA, 30369 | 0.46 | Name re-casedDate of birth unreadablePhone reformattedMember ID reformatted+5 more |
| ENR-105478 | ENR | Camila M McDonald | 1999-07-27 | UHC-24344-88 | 7418010815 | 1494 Canyon Rd, Scottsdale, AZ, 85295 | 0.46 | Name re-casedPhone reformattedMember ID reformattedStreet suffix standardised+5 more |
| ENR-105113 | ENR | Brian Aguilar | — | UHC-26234-51 | 3867318919 | 8816 Cedar Ln, Miami, FL, 33176 | 0.46 | Name re-casedDate of birth unreadablePhone reformattedSSN last four extracted+5 more |
| CLM-405980 | CLM | Luis Reynolds | 1946-04-03 | UHC-81820-65 | 4052645021 | 5142 Baseline Rd, Tucson, AZ | 0.46 | Name re-casedDate of birth reformattedPhone reformattedCity re-cased+5 more |
| PRV-28788 | PRV | Noha Salazar | 2006-01-25 | — | 5995719198 | 1356 Meadow Ln, Tempe, AZ, 85273 | 0.46 | Name re-casedTwo-digit birth yearPhone reformattedStreet suffix standardised+5 more |
| ENR-113476 | ENR | Justin Ruiz | 1975-08-01 | UHC-71419-14 | 2052139431 | 4997 Lake View Rd, Tempe, AZ, 85219 | 0.46 | Name re-casedPhone reformattedMember ID reformattedSSN last four extracted+5 more |
| ENR-131040 | ENR | Dianna O Sanchez | 1999-03-10 | UHC-38109-63 | 4224642012 | 9681 Desert Sky Blvd Apt 28, Sacramento, CA, 95822 | 0.46 | Name split from “Last, First”Date of birth reformattedPhone reformattedMember ID reformatted+5 more |
| ENR-118268 | ENR | Gregory L Marquez | 1958-06-14 | UHC-09727-02 | 7248435785 | 5659 Ridge Rd, Los Angeles, CA, 90054 | 0.46 | Name re-casedPhone reformattedMember ID reformattedStreet suffix standardised+5 more |
| CLM-402256 | CLM | Debra Hoffman | 1989-03-03 | UHC-99555-59 | 8427103412 | 9110 Grand Ave, Scottsdale, AZ | 0.46 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| PRV-27672 | PRV | Lisa Harrison | 1953-06-05 | — | 5116878355 | 6571 Ocean Ave, Dallas, TX, 75266 | 0.46 | Name re-casedDate of birth reformattedPhone reformattedCity re-cased+5 more |
| ENR-105358 | ENR | Patricia Rios | 2001-05-20 | UHC-27480-20 | 8356881568 | 6561 Highland Ave, Phoenix, AZ, 85070 | 0.46 | Name split from “Last, First”Date of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-127331 | ENR | Yuki Simpson | 1971-08-19 | UHC-94703-77 | 2358992090 | 5732 Maple Ave, Austin, TX, 78756 | 0.46 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+5 more |
| ENR-126850 | ENR | Camila Richardson | 1972-05-10 | UHC-85070-52 | 7402265247 | 1818 Sage Ct, Sacramento, CA, 95879 | 0.46 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+5 more |
| CLM-429371 | CLM | Logan P Sanders | 1963-11-27 | — | 6994950698 | 5114 Forest Ave, Fresno, CA, 93769 | 0.46 | Date of birth reformattedPhone reformattedSSN last four extractedStreet suffix standardised+5 more |
| ENR-136506 | ENR | Maria Wells | 1971-03-17 | UHC-00047-14 | 6987386165 | 5314 Apache Blvd, San Diego, CA | 0.46 | Date of birth reformattedPhone reformattedMember ID reformattedStreet suffix standardised+5 more |
| ENR-133325 | ENR | Austni Lucas | 1946-01-03 | UHC-48528-99 | 9576645396 | 6727 Church St, Mesa, AZ | 0.46 | Date of birth reformattedPhone reformattedMember ID reformattedStreet suffix standardised+5 more |
| TPA-51639 | TPA | Srah Snyder | 1944-01-02 | — | 2938583248 | 8118 Canyon Rd, San Diego, CA | 0.46 | Name re-casedTwo-digit birth yearPhone reformattedStreet suffix standardised+5 more |
| CLM-410181 | CLM | Sandra Tucker | 1962-06-06 | — | 7495152251 | 4843 Grand Ave Apt 34, San Diego, CA, 92176 | 0.46 | Name re-casedPhone reformattedUnit split from streetStreet suffix standardised+5 more |
| CLM-403010 | CLM | Dennis Nguyen | 2000-08-27 | UHC-55252-88 | 9455656377 | 2025 Willow Ct, Nashville, TN, 37224 | 0.46 | Name re-casedTwo-digit birth yearPhone reformattedMember ID reformatted+5 more |
| ENR-139967 | ENR | Gordon Natalie | 1981-08-11 | UHC-02756-89 | 9143118304 | 3906 Oak St # 102, Orlando, FL, 32814 | 0.46 | Name re-casedPhone reformattedMember ID reformattedSSN last four extracted+5 more |
| ENR-132720 | ENR | Wayne Obrieen | 1973-01-20 | UHC-06710-35 | 4597804684 | 1154 Mountain View Dr, Denver, CO, 80293 | 0.46 | Name re-casedTwo-digit birth yearPhone reformattedStreet suffix standardised+5 more |
| CLM-432545 | CLM | Jdy Wells | 1989-06-18 | — | — | 5771 Indian School Rd, Scottsdale, AZ | 0.46 | Date of birth reformattedStreet suffix standardisedAddress re-casedCity re-cased+5 more |
| ENR-125317 | ENR | David N Schultz | 2002-11-23 | UHC-36109-07 | 4714707157 | 3708 Baseline Rd, San Antonio, TX, 78257 | 0.46 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| PRV-28062 | PRV | Douglas T Hawkins | 1949-10-14 | UHC-29754-96 | — | 9435 Harbor Blvd, Nashville, TN, 37274 | 0.46 | Name re-casedDate of birth reformattedPhone missing area codeStreet suffix standardised+5 more |
| TPA-53709 | TPA | Carol Myers | 1977-12-17 | UHC-11827-96 | 4998895708 | 6335 Church St, Seattle, WA, 98126 | 0.46 | Name re-casedPhone reformattedMember ID reformattedStreet suffix standardised+5 more |
| ENR-113921 | ENR | Brittany Dean | 1956-10-08 | UHC-88757-02 | 8323029322 | 579 Ridge Rd, Denver, CO, 80204 | 0.46 | Name split from “Last, First”Phone reformattedMember ID reformattedStreet suffix standardised+5 more |
| CLM-402845 | CLM | Janet W Lopez | — | UHC-53522-23 | 5136197458 | 7540 Mountain View Dr, Miami, FL, 33140 | 0.46 | Name re-casedDate of birth unreadablePhone reformattedMember ID reformatted+5 more |
| ENR-125233 | ENR | Cynthia H Lopez | 2003-11-17 | UHC-81064-96 | 3319725403 | 4377 Washington St Apt 1, Austin, TX, 78715 | 0.46 | Date of birth reformattedPhone reformattedUnit split from streetStreet suffix standardised+5 more |
| ENR-103228 | ENR | Ethan K Estrada | 1966-04-28 | UHC-68529-89 | 2913627424 | 5007 Apache Blvd, Chandler, AZ, 85229 | 0.46 | Name split from “Last, First”Date of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-117285 | ENR | Kevin Le | 1955-05-21 | UHC-36777-51 | — | 37 Park Pl, Austin, TX | 0.46 | Name re-casedPhone missing area codeStreet suffix standardisedAddress re-cased+5 more |
| ENR-131465 | ENR | Charles G Perry | 1953-09-03 | UHC-24528-85 | 8819610904 | 3200 Mesa Dr, Glendale, AZ, 85307 | 0.46 | Name split from “Last, First”Date of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| TPA-55992 | TPA | Elijah Y Castillo | 1939-10-27 | — | 7807303324 | 2196 Elm St, Chandler, AZ | 0.46 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+5 more |
| ENR-114951 | ENR | Wei Young | — | UHC-83500-09 | 2738162623 | 3320 Sunset Blvd, Scottsdale, AZ, 85295 | 0.46 | Name re-casedDate of birth missingPhone reformattedStreet suffix standardised+5 more |
| ENR-132091 | ENR | —Junk | 1954-10-10 | UHC-35421-78 | 9599179021 | 8938 Union St, Gilbert, AZ, 85212 | 0.46 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+5 more |
| PRV-23298 | PRV | Terry Arnold | 1952-02-27 | — | — | 5298 Elm St, Sacramento, CA, 95877 | 0.46 | Name re-casedTwo-digit birth yearStreet suffix standardisedAddress re-cased+5 more |
| CLM-429334 | CLM | Barbara Kennedy | 1967-03-23 | UHC-82530-02 | 5426164266 | 4915 Elm St, Tampa, FL | 0.46 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+5 more |
| ENR-130446 | ENR | Richard Hansen | 1959-10-08 | UHC-25477-10 | 3505892402 | 1452 Cedar Ln # 851, Nashville, TN, 37215 | 0.46 | Name re-casedDate of birth reformattedPhone reformattedUnit split from street+5 more |
| ENR-110645 | ENR | Randy Wood | 1981-05-19 | UHC-10379-19 | 7357520739 | 4592 Desert Sky Blvd, Glendale, AZ | 0.46 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| PRV-20069 | PRV | Elijeh Pena | 1997-07-20 | — | 6374286005 | 7649 Union St, Tucson, AZ, 85794 | 0.46 | Name re-casedTwo-digit birth yearPhone reformattedStreet suffix standardised+5 more |
| TPA-61274 | TPA | Cheryl Perez | 1990-04-03 | — | — | 260 Lake View Rd, San Diego, CA, 92101 | 0.46 | Name split from “Last, First”Date of birth reformattedStreet suffix standardisedAddress re-cased+5 more |
| TPA-63158 | TPA | Hennry Dominguez | 2000-08-01 | — | 5516789287 | 9538 Mesa Dr, Tampa, FL, 33662 | 0.46 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+5 more |
| CLM-423417 | CLM | Emily Snyder | 1990-07-08 | — | — | 5701 Hillcrest Rd, Seattle, WA, 98150 | 0.46 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+5 more |
| ENR-104513 | ENR | Nancy V Santiago | 1977-01-19 | UHC-01581-34 | 8404222900 | 7831 Market St # 701, Las Vegas, NV, 89116 | 0.46 | Name re-casedDate of birth reformattedPhone reformattedUnit split from street+5 more |