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
Enrollment, lowest dq score first
| Record | Source | Name | DOB | Member ID | Phone | Address | Quality score | Flags |
|---|---|---|---|---|---|---|---|---|
| ENR-127730 | ENR | Kathryn L Gutierrez | — | UHC-77738-19 | 2853333842 | 1505 Palm Dr, Austin, TX | 0.52 | Date of birth unreadablePhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| ENR-129826 | ENR | Kyle Burton | 1975-08-22 | UHC-26348-50 | 7839896157 | 5561 Ocean Ave, San Antonio, TX, 78216 | 0.52 | Name re-casedTwo-digit birth yearPhone reformattedStreet suffix standardised+2 more |
| ENR-101680 | ENR | Omar Diaz | — | UHC-01138-15 | 2885098407 | 5356 Harbor Blvd, Dallas, TX | 0.52 | Date of birth missingPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| ENR-137369 | ENR | Rachel X Russell | 1991-04-22 | UHC-59733-49 | 8517869926 | 8899 Forest Ave, Glendale, AZ, 85398 | 0.52 | Phone reformattedStreet suffix standardisedAddress re-casedZIP+4 trimmed+2 more |
| ENR-111030 | ENR | Albert A Herrera | 1979-02-01 | UHC-78925-85 | 2672644878 | 5972 Baseline Rd, Charlotte, NC, 28221 | 0.52 | Phone reformattedSSN last four extractedStreet suffix standardisedAddress re-cased+2 more |
| ENR-115338 | ENR | Andrea Watkins | 1973-10-08 | UHC-03284-66 | 6365124595 | 6651 Hillcrest Rd, Jacksonville, FL | 0.52 | Street suffix standardisedAddress re-casedCity re-casedZIP missing+2 more |
| ENR-133558 | ENR | Lisa B Walker | 1950-02-28 | UHC-69000-23 | 9696295974 | 7489 Valley View Dr, Denver, CO | 0.52 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+2 more |
| ENR-104805 | ENR | Vincent V Singh | 1951-10-08 | UHC-60582-92 | 5876182273 | 688 Baseline Rd, Miami, FL, 33173 | 0.52 | Name split from “Last, First”Phone reformattedMember ID reformattedStreet suffix standardised+2 more |
| ENR-118569 | ENR | Brandon Fowler | 1938-06-25 | UHC-57396-57 | 5496745470 | 820 Mesa Dr, Minneapolis, MN | 0.52 | Phone reformattedStreet suffix standardisedAddress re-casedZIP missing+2 more |
| ENR-119097 | ENR | Olivia R Hamilton | 1948-01-01 | UHC-98232-98 | 2349228912 | 1843 Main St, Las Vegas, NV, 89142 | 0.52 | Name split from “Last, First”Phone reformattedStreet suffix standardisedAddress re-cased+2 more |
| ENR-134302 | ENR | Alexander C Chavez | 1961-04-07 | UHC-68036-12 | 6903660817 | 2654 Oak St, Orlando, FL, 32875 | 0.52 | Name split from “Last, First”Two-digit birth yearPhone reformattedStreet suffix standardised+2 more |
| ENR-138748 | ENR | Spencer D Janet | 1949-05-01 | UHC-89276-43 | 2036122906 | 8719 Washington St, Orlando, FL, 32885 | 0.52 | Two-digit birth yearPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| ENR-112963 | ENR | Joe Q Hernandez | — | UHC-15476-72 | 7448370918 | 795 Maple Ave, Tempe, AZ, 85295 | 0.52 | Date of birth unreadablePhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| ENR-138554 | ENR | Logan P Sanders | 1962-11-27 | UHC-91805-80 | 6994950698 | 5114 Forest Ave, Fresno, CA, 93769 | 0.52 | Two-digit birth yearPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| ENR-103245 | ENR | Billy X Green | 1951-07-15 | UHC-62141-75 | 6359176121 | 3510 Sage Ct, San Antonio, TX, 78267 | 0.52 | Name split from “Last, First”Date of birth reformattedSSN last four extractedStreet suffix standardised+2 more |
| ENR-142594 | ENR | Mei Q Howell | 1961-04-12 | UHC-44146-28 | 9004678163 | 3682 Spring St, Las Vegas, NV, 89135 | 0.52 | Phone reformattedStreet suffix standardisedAddress re-casedState name converted to code+2 more |
| ENR-132126 | ENR | Amy Collins | 1970-09-28 | UHC-11297-50 | 9135650175 | 4997 Maple Ave, Minneapolis, MN, 55493 | 0.52 | Two-digit birth yearStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| ENR-119240 | ENR | Amy Lane | 1961-05-10 | UHC-24923-31 | 5743203440 | 8713 Camelback Rd, Tempe, AZ, 85274 | 0.52 | Name re-casedStreet suffix standardisedAddress re-casedState name converted to code+2 more |
| ENR-114324 | ENR | Ronald R Lawson | 1991-08-03 | UHC-93268-33 | — | 4129 Highland Ave, San Antonio, TX, 78241 | 0.52 | Phone missing area codeStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| ENR-141146 | ENR | Brian Fox | 1969-01-20 | UHC-56910-92 | — | 3889 Spring St, Chandler, AZ, 85204 | 0.52 | Name re-casedDate of birth reformattedPhone missing area codeStreet suffix standardised+2 more |
| ENR-119227 | ENR | Larry M Franklin | 1955-01-19 | UHC-07734-45 | 8945055515 | 8091 Sunset Blvd Apt 22, Atlanta, GA, 30311 | 0.52 | Name re-casedTwo-digit birth yearPhone reformattedUnit split from street+2 more |
| ENR-116535 | ENR | NJunk | 1959-01-02 | UHC-04096-41 | 8067198149 | 4598 Spring St, Dallas, TX, 75262 | 0.52 | Phone reformattedStreet suffix standardisedAddress re-casedGender normalised+2 more |
| ENR-139675 | ENR | Maria U Montgomery | 1951-04-08 | UHC-73684-45 | 6173444429 | 2720 Baseline Rd, Plano, TX, 75056 | 0.52 | Name split from “Last, First”Date of birth reformattedPhone reformattedStreet suffix standardised+2 more |
| ENR-129330 | ENR | Jose Hernandez | 2008-07-01 | UHC-17958-03 | — | 8649 Camelback Rd # 107, Columbus, OH | 0.52 | Date of birth reformattedUnit split from streetStreet suffix standardisedAddress re-cased+2 more |
| ENR-133006 | ENR | Priya G Arnold | 1943-10-15 | UHC-20609-33 | 6347644906 | 4401 Ridge Rd, Seattle, WA, 98131 | 0.52 | Name split from “Last, First”Date of birth reformattedStreet suffix standardisedAddress re-cased+2 more |
| ENR-123632 | ENR | Jacqueline N Sanders | — | UHC-15346-56 | 2998888429 | 737 Grand Ave, Glendale, AZ, 85335 | 0.52 | Date of birth unreadablePhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| ENR-101600 | ENR | Walter Garza | 2008-06-23 | UHC-07202-12 | — | 5014 Ocean Ave, Charlotte, NC, 28269 | 0.52 | Name re-casedPhone missing area codeStreet suffix standardisedAddress re-cased+2 more |
| ENR-106029 | ENR | Sofia Luna | 1995-01-17 | UHC-09907-30 | 5195937770 | 4207 Cedar Ln, Dallas, TX | 0.52 | Name re-casedTwo-digit birth yearPhone reformattedStreet suffix standardised+2 more |
| ENR-114953 | ENR | Jonathan E Wheelar | 2007-10-20 | UHC-72162-77 | 9602096387 | 8429 Hillcrest Rd, Scottsdale, AZ | 0.52 | Name split from “Last, First”Street suffix standardisedAddress re-casedZIP missing+2 more |
| ENR-140579 | ENR | Ethan Garza | 2002-06-26 | UHC-91432-94 | 3496815937 | 9873 Market St, Atlanta, GA | 0.52 | Phone reformattedStreet suffix standardisedAddress re-casedZIP missing+2 more |
| ENR-129563 | ENR | Timothy Phillips | 2005-07-25 | UHC-10844-40 | 3038615081 | 5321 River Rd, Tempe, AZ, 85205 | 0.52 | Street suffix standardisedAddress re-casedZIP+4 trimmedEmail lower-cased+2 more |
| ENR-105500 | ENR | Justin Andrews | 1981-06-15 | UHC-75001-98 | 7112998881 | 5448 Ridge Rd, Eden Prairie, MN, 55323 | 0.52 | Name split from “Last, First”Two-digit birth yearPhone reformattedStreet suffix standardised+2 more |
| ENR-102773 | ENR | Sara H Hamilton | 1977-01-11 | UHC-62889-75 | 5066014372 | 1559 Broadway # 898, Seattle, WA, 98113 | 0.52 | Name split from “Last, First”Phone reformattedUnit split from streetCity re-cased+2 more |
| ENR-118264 | ENR | Mariana Webb | 1981-01-23 | UHC-95353-72 | — | 4877 Mountain View Dr Apt 21, Seattle, WA, 98119 | 0.52 | Name split from “Last, First”Date of birth reformattedUnit split from streetState name converted to code+2 more |
| ENR-120750 | ENR | Larry L Morales | 2002-09-18 | UHC-01817-65 | 6217476977 | 1782 Ridge Rd, Sacramento, CA, 95853 | 0.52 | Phone reformattedStreet suffix standardisedAddress re-casedState name converted to code+2 more |
| ENR-132860 | ENR | Rose F Brittany | 2003-08-03 | UHC-64681-45 | 2459038367 | 8817 Canyon Rd, Tucson, AZ | 0.52 | Phone reformattedSSN last four extractedStreet suffix standardisedAddress re-cased+2 more |
| ENR-105289 | ENR | Theresa Stewart | 2005-05-23 | UHC-25878-48 | 4638132634 | 4082 Ridge Rd, Scottsdale, AZ, 85266 | 0.52 | Name split from “Last, First”Date of birth reformattedPhone reformattedStreet suffix standardised+2 more |
| ENR-142110 | ENR | Sandra Hudson | 1987-04-08 | UHC-87344-62 | — | 4344 Desert Sky Blvd, Seattle, WA, 98100 | 0.52 | Name re-casedTwo-digit birth yearPhone missing area codeStreet suffix standardised+2 more |
| ENR-120311 | ENR | Brittany Long | 1978-06-02 | UHC-81737-68 | 6657478820 | 6125 Forest Ave, Tempe, AZ | 0.52 | Two-digit birth yearPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| ENR-122869 | ENR | Billy W Edwards | 1985-12-05 | UHC-09876-01 | 2107350803 | 5729 Camelback Rd, Tempe, AZ, 85201 | 0.52 | Phone reformattedStreet suffix standardisedAddress re-casedZIP+4 trimmed+2 more |
| ENR-101643 | ENR | Vincent X Tran | 1987-09-12 | UHC-31092-94 | 4966542599 | 9163 Central Ave, Tucson, AZ, 85726 | 0.52 | Name re-casedSSN last four extractedStreet suffix standardisedAddress re-cased+2 more |
| ENR-130379 | ENR | Cynthia Nunez | 1966-08-17 | UHC-40492-89 | 3119155397 | 6744 Camelback Rd Apt 11, Mesa, AZ, 85207 | 0.52 | Phone reformattedUnit split from streetStreet suffix standardisedAddress re-cased+2 more |
| ENR-111442 | ENR | Elijah Q Vega | 1948-05-08 | UHC-68333-42 | 3405042350 | 925 Spring St, Chandler, AZ, 85215 | 0.52 | Name split from “Last, First”Two-digit birth yearPhone reformattedStreet suffix standardised+2 more |
| ENR-135029 | ENR | Charles Robinsson | — | UHC-14595-20 | — | 3748 Ocean Ave, Tempe, AZ, 85277 | 0.52 | Name re-casedDate of birth unreadableStreet suffix standardisedAddress re-cased+2 more |
| ENR-111838 | ENR | John V Andrews | 1960-09-20 | UHC-04984-49 | — | 8168 Lincoln Way, Dallas, TX, 75234 | 0.52 | SSN last four extractedStreet suffix standardisedAddress re-casedState name converted to code+2 more |
| ENR-105610 | ENR | Lucia F Hoffman | 1941-02-12 | UHC-31201-99 | 3569658725 | 836 Desert Sky Blvd, Seattle, WA, 98195 | 0.52 | Name split from “Last, First”Street suffix standardisedAddress re-casedCity re-cased+2 more |
| ENR-142099 | ENR | Jonathan X Bishop | 1998-06-24 | UHC-27890-40 | 7253008403 | 5797 Desert Sky Blvd, Mesa, AZ, 85215 | 0.52 | Phone reformattedStreet suffix standardisedAddress re-casedState name converted to code+2 more |
| ENR-108377 | ENR | Moreno F William | 1953-05-16 | UHC-32552-30 | 7122664779 | 7067 Forest Ave, Austin, TX, 78729 | 0.52 | Name re-casedPhone reformattedSSN last four extractedStreet suffix standardised+2 more |
| ENR-133009 | ENR | Jremy Dunn | 2002-08-04 | UHC-68007-89 | — | 5789 Apache Blvd Apt 5, Charlotte, NC, 28244 | 0.52 | Unit split from streetStreet suffix standardisedAddress re-casedGender normalised+2 more |
| ENR-124334 | ENR | Yuki V Salazar | 1949-11-06 | UHC-78489-07 | 3437527617 | 9084 River Rd, Las Vegas, NV | 0.52 | Name split from “Last, First”Phone reformattedStreet suffix standardisedAddress re-cased+2 more |