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-127791 | ENR | Sarah C Murphy | 1964-06-03 | UHC-01157-30 | 5473549016 | 7273 Palm Dr, Scottsdale, AZ, 85237 | 0.50 | Middle initial moved out of first nameName re-casedDate of birth reformattedPhone reformatted+3 more |
| ENR-117697 | ENR | Marilyn E Long | 1948-06-28 | UHC-02319-99 | 5165112072 | 4006 Broadway, Eden Prairie, MN, 55374 | 0.50 | Name re-casedTwo-digit birth yearPhone reformattedZIP+4 trimmed+3 more |
| ENR-117698 | ENR | Marilyn E Long | 1948-06-28 | UHC-02319-99 | 5165112072 | 4006 Broadway, Eden Prairie, MN, 55374 | 0.50 | Name re-casedTwo-digit birth yearPhone reformattedZIP+4 trimmed+3 more |
| ENR-102938 | ENR | Dan R Brooks | 1984-10-20 | UHC-42328-90 | 6146592557 | 5113 Cedar Ln, Phoenix, AZ, 85009 | 0.50 | Middle initial moved out of first nameDate of birth reformattedPhone reformattedMember ID reformatted+3 more |
| ENR-103405 | ENR | Aaron Munoz | 1943-12-09 | UHC-15982-66 | 7337486742 | 4673 Palm Dr # 119, Glendale, AZ | 0.50 | Name re-casedPhone reformattedUnit split from streetState name converted to code+3 more |
| ENR-124505 | ENR | John T Ramos | 1994-07-07 | UHC-05969-13 | 2086278814 | 3869 Baseline Rd, Fresno, CA, 93712 | 0.50 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| ENR-116910 | ENR | Judy Y Ward | 1976-07-26 | UHC-72375-15 | 9225331442 | 398 Main St, Atlanta, GA, 30320 | 0.50 | Middle initial moved out of first namePhone reformattedMember ID reformattedStreet suffix standardised+3 more |
| ENR-123354 | ENR | Wayne T Garza | 1990-11-24 | UHC-17167-67 | — | 7840 Forest Ave # 508, Jacksonville, FL, 32295 | 0.50 | Date of birth reformattedUnit split from streetStreet suffix standardisedAddress re-cased+3 more |
| ENR-109075 | ENR | Dorothy S Nunez | 1975-01-16 | UHC-27583-32 | 7503396160 | 5049 Spring St Apt 28, Minneapolis, MN | 0.50 | Name re-casedDate of birth reformattedMember ID reformattedUnit split from street+3 more |
| ENR-109076 | ENR | Dorothy S Nunez | 1975-01-16 | UHC-27583-32 | 7503396160 | 5049 Spring St Apt 28, Minneapolis, MN | 0.50 | Name re-casedDate of birth reformattedMember ID reformattedUnit split from street+3 more |
| ENR-141688 | ENR | Anna F Guzman | 1968-06-28 | UHC-10311-67 | 7833335104 | 8017 Washington St, Scottsdale, AZ, 85252 | 0.50 | Name re-casedTwo-digit birth yearPhone reformattedSSN last four extracted+3 more |
| ENR-140462 | ENR | Martha Z Ruiz | 1948-04-01 | UHC-79278-09 | 4729198527 | 5670 Main St, Eden Prairie, MN, 55372 | 0.50 | Phone reformattedSSN last four extractedStreet suffix standardisedAddress re-cased+3 more |
| ENR-125951 | ENR | Marilyn James | 1969-10-05 | UHC-34608-53 | 4304165070 | 4451 Forest Ave Apt 23, Scottsdale, AZ, 85265 | 0.50 | Two-digit birth yearPhone reformattedUnit split from streetCity re-cased+3 more |
| ENR-125025 | ENR | Aisha Stone | — | UHC-36349-47 | 7474481889 | 905 Main St, Houston, TX, 77055 | 0.50 | Date of birth unreadablePhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| ENR-134655 | ENR | Dennis N Patterson | 1969-03-28 | UHC-31263-30 | 9535198192 | 3295 Market St, Eden Prairie, MN, 55374 | 0.50 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| ENR-115748 | ENR | David R Bishop | 1973-10-26 | UHC-19805-32 | 9476202863 | 1186 Harbor Blvd, Seattle, WA, 98117 | 0.50 | Name split from “Last, First”Middle initial moved out of first namePhone reformattedStreet suffix standardised+3 more |
| ENR-106083 | ENR | Bruce Matthews | 1948-10-15 | UHC-70940-82 | 3564878906 | 9500 Church St, Eden Prairie, MN, 55362 | 0.50 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| ENR-122977 | ENR | Vicky Q Hamilton | 1974-09-06 | UHC-20657-68 | 5389913492 | 1611 Spring St, Las Vegas, NV, 89162 | 0.50 | Phone reformattedStreet suffix standardisedAddress re-casedState name converted to code+3 more |
| ENR-110572 | ENR | Amy B Franklin | 1995-06-08 | UHC-99324-88 | 5447875680 | 2923 Washington St, Mesa, AZ, 85279 | 0.50 | Name re-casedTwo-digit birth yearMember ID reformattedStreet suffix standardised+3 more |
| ENR-138986 | ENR | Denise Burns | 1987-02-12 | UHC-01051-87 | 4796277279 | 5721 Meadow Ln, Eden Prairie, MN | 0.50 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| ENR-119565 | ENR | Nicole Padilla | — | UHC-62109-38 | 6594167735 | 6464 Highland Ave # 838, Eden Prairie, MN, 55304 | 0.50 | Date of birth unreadablePhone reformattedUnit split from streetStreet suffix standardised+3 more |
| ENR-130212 | ENR | Marilyn D Bryant | 1956-07-24 | UHC-01965-82 | 7749332441 | 9387 Apache Blvd, Tampa, FL, 33674 | 0.50 | Phone reformattedStreet suffix standardisedAddress re-casedState name converted to code+3 more |
| ENR-120207 | ENR | Thomas I Hamilton | 2001-12-07 | UHC-44880-96 | — | 7449 Baseline Rd Apt 12, Fresno, CA, 93741 | 0.50 | Phone missing area codeUnit split from streetStreet suffix standardisedAddress re-cased+3 more |
| ENR-115524 | ENR | Laura O Ruiz | 1990-01-04 | UHC-43485-07 | 4166847795 | 2480 Elm St, Plano, TX | 0.50 | Name split from “Last, First”Phone reformattedStreet suffix standardisedAddress re-cased+3 more |
| ENR-120153 | ENR | Lucia U Schmidt | 1955-03-08 | UHC-12220-96 | 4239308536 | 6822 Church St, Glendale, AZ | 0.50 | Two-digit birth yearPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| ENR-125746 | ENR | Bradley Brery | 1994-07-25 | UHC-89119-30 | 9077518680 | 302 Canyon Rd, Tempe, AZ, 85206 | 0.50 | Name split from “Last, First”Date of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| ENR-100233 | ENR | Marcus Schmidt | 2006-12-12 | UHC-74913-88 | 6997328017 | 1781 Apache Blvd, Dallas, TX, 75246 | 0.50 | Name re-casedPhone reformattedState name converted to codeZIP+4 trimmed+3 more |
| ENR-101185 | ENR | Eric G Hoffman | — | UHC-44737-83 | 7583780776 | 4427 Desert Sky Blvd, Plano, TX, 75048 | 0.50 | Date of birth missingPhone reformattedMember ID reformattedStreet suffix standardised+3 more |
| ENR-100526 | ENR | Susan Freeman | 1948-01-26 | UHC-73337-86 | 4182535245 | 8141 Pine Dr, Sacramento, CA, 95810 | 0.50 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| ENR-124309 | ENR | Joshua Warren | 1949-05-13 | UHC-33579-29 | — | 497 Baseline Rd, Orlando, FL, 32831 | 0.50 | Name re-casedStreet suffix standardisedAddress re-casedZIP+4 trimmed+3 more |
| ENR-116180 | ENR | Gregory U Campbell | 1992-07-05 | UHC-86806-04 | 9623334720 | 1084 Lake View Rd, Los Angeles, CA, 90033 | 0.50 | Date of birth reformattedSSN last four extractedStreet suffix standardisedAddress re-cased+3 more |
| ENR-122653 | ENR | Eugene J Johnson | 1959-08-22 | UHC-80550-84 | 8783399091 | 9294 Park Pl, Tucson, AZ, 85736 | 0.50 | Name split from “Last, First”Date of birth reformattedPhone reformattedSSN last four extracted+3 more |
| ENR-139842 | ENR | Aaron S Shaw | — | UHC-68668-91 | 6169889813 | 3907 Elm St, Seattle, WA | 0.50 | Name re-casedDate of birth unreadablePhone reformattedStreet suffix standardised+3 more |
| ENR-136381 | ENR | Doris Stevens | 1967-10-25 | UHC-63515-46 | 4045173201 | 3446 Apache Blvd # 441, Nashville, TN, 37222 | 0.50 | Name split from “Last, First”Date of birth reformattedUnit split from streetStreet suffix standardised+3 more |
| ENR-111143 | ENR | Roy Jimenez | 2000-04-02 | — | 6695175320 | 9219 Apache Blvd Apt 30, Glendale, AZ, 85382 | 0.50 | Name re-casedPhone reformattedUnit split from streetStreet suffix standardised+3 more |
| ENR-136318 | ENR | Katherine B West | 2001-01-25 | UHC-33223-95 | 6707918648 | 798 Central Ave Apt 4, Dallas, TX, 75213 | 0.50 | Name re-casedDate of birth reformattedUnit split from streetState name converted to code+3 more |
| ENR-121069 | ENR | Diane U Baker | 1983-07-26 | UHC-71337-50 | 3204318313 | 1048 Hillcrest Rd, Las Vegas, NV, 89188 | 0.50 | Name split from “Last, First”Middle initial moved out of first nameDate of birth reformattedPhone reformatted+3 more |
| ENR-140800 | ENR | Aleexander C Reed | 2007-01-17 | UHC-71496-81 | 6415556224 | 3769 Meadow Ln, Columbus, OH, 43221 | 0.50 | Name split from “Last, First”Date of birth reformattedPhone reformattedMember ID reformatted+3 more |
| ENR-127161 | ENR | Megan B Clark | 1990-01-05 | UHC-96665-83 | — | 3323 Grand Ave, Eden Prairie, MN | 0.50 | Name re-casedStreet suffix standardisedAddress re-casedState name converted to code+3 more |
| ENR-110922 | ENR | Shirley Butler | 1993-09-06 | UHC-47514-26 | — | 218 Canyon Rd, Phoenix, AZ, 85006 | 0.50 | Name re-casedTwo-digit birth yearPhone missing area codeMember ID reformatted+3 more |
| ENR-122364 | ENR | Janice Wilson | 1947-01-19 | UHC-63240-67 | 4846281626 | 3994 Ocean Ave # 412, Austin, TX, 78798 | 0.50 | Name re-casedPhone reformattedMember ID reformattedUnit split from street+3 more |
| ENR-127716 | ENR | Amber Reed | 1938-03-05 | UHC-77622-29 | 8459438609 | 4076 Canyon Rd # 248, Orlando, FL, 32825 | 0.50 | Date of birth reformattedPhone reformattedSSN last four extractedUnit split from street+3 more |
| ENR-130138 | ENR | Kyle K Smith | — | UHC-64566-52 | 6344357057 | 1315 Park Pl, San Diego, CA | 0.50 | Date of birth unreadableStreet suffix standardisedAddress re-casedCity re-cased+3 more |
| ENR-134669 | ENR | Stephen K Garza | 1982-04-22 | UHC-48291-25 | 9456965287 | 1800 Central Ave, Minneapolis, MN, 55417 | 0.50 | Name re-casedTwo-digit birth yearPhone reformattedState code upper-cased+3 more |
| ENR-117953 | ENR | Laura E Mendez | — | UHC-60316-23 | 2995950017 | 5085 Bayshore Dr # 518, Phoenix, AZ, 85046 | 0.50 | Name re-casedDate of birth reformattedDate of birth unreadableUnit split from street+3 more |
| ENR-114634 | ENR | Donald Yang | — | UHC-31855-28 | — | 9167 Washington St, Columbus, OH | 0.50 | Date of birth unreadableMember ID reformattedStreet suffix standardisedAddress re-cased+3 more |
| ENR-121748 | ENR | Ronald Rojas | 1943-10-01 | UHC-59380-90 | 8083965518 | 6395 Valley View Dr, Miami, FL, 33199 | 0.50 | Name split from “Last, First”Date of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| ENR-138781 | ENR | Alexis Elliott | 1987-05-15 | UHC-17159-14 | 2089979146 | 1711 Canyon Rd, Tempe, AZ, 85260 | 0.50 | Phone reformattedStreet suffix standardisedAddress re-casedState name converted to code+3 more |
| ENR-130682 | ENR | Martha Ellis | 1946-03-14 | UHC-51149-93 | 8437670606 | 3183 Grand Ave, San Antonio, TX, 78256 | 0.50 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+3 more |
| ENR-107937 | ENR | Mason M King | — | UHC-51740-50 | 2037032899 | 3044 Ridge Rd, Eden Prairie, MN, 55356 | 0.50 | Name re-casedDate of birth unreadablePhone reformattedStreet suffix standardised+3 more |