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-135687 | ENR | Sophia L Fowler | 1954-12-16 | UHC-00499-12 | 2694712046 | 7348 Broadway Apt 24, Miami, FL, 33123 | 0.60 | Name re-casedDate of birth reformattedPhone reformattedUnit split from street+4 more |
| ENR-110992 | ENR | Lauren L Russell | 1980-03-15 | UHC-49356-31 | 8467332947 | 502 Hillcrest Rd, Columbus, OH | 0.60 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-134270 | ENR | Emily L Diaz | — | UHC-97744-34 | — | 3389 Camelback Rd, Nashville, TN, 37225 | 0.60 | Name re-casedDate of birth reformattedDate of birth unreadableStreet suffix standardised+4 more |
| ENR-106787 | ENR | Mariana I Carlson | 1958-07-21 | UHC-83774-86 | 7908141957 | 3744 Elm St # 522, Minneapolis, MN, 55474 | 0.60 | Name re-casedPhone reformattedUnit split from streetStreet suffix standardised+4 more |
| ENR-106291 | ENR | Mateo V Perkins | 2004-11-20 | UHC-15495-94 | 3846192115 | 8531 Ridge Rd, Nashville, TN, 37270 | 0.60 | Middle initial moved out of first nameName re-casedPhone reformattedStreet suffix standardised+4 more |
| ENR-106012 | ENR | Sean Morreno | 1989-08-28 | UHC-94786-19 | 7689699642 | 8250 Elm St, San Diego, CA, 92188 | 0.60 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-114998 | ENR | Aisha Willis | 1961-04-17 | UHC-57295-06 | 9292912990 | 5745 Canyon Rd # 441, Phoenix, AZ, 85072 | 0.60 | Name re-casedPhone reformattedUnit split from streetStreet suffix standardised+4 more |
| ENR-114984 | ENR | Susan N Howard | 1995-01-09 | UHC-23868-31 | 3035682945 | 9163 Willow Ct, Plano, TX, 75089 | 0.60 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-104154 | ENR | Ann Simmons | 1954-09-13 | UHC-19311-66 | 3154372695 | 3060 Market St, Glendale, AZ, 85394 | 0.60 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-107972 | ENR | John Delgado | 1990-07-14 | UHC-78053-81 | 6478350126 | 9808 Market St, Sacramento, CA, 95873 | 0.60 | Two-digit birth yearPhone reformattedMember ID reformattedStreet suffix standardised+4 more |
| ENR-131607 | ENR | Madison Edwards | 1995-01-13 | UHC-69976-74 | 4356830530 | 7010 Meadow Ln, Charlotte, NC, 28277 | 0.60 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-111942 | ENR | Aaron J Bell | 1940-03-15 | UHC-97382-48 | — | 6456 Baseline Rd Apt 20, Houston, TX, 77085 | 0.60 | Name re-casedDate of birth reformattedUnit split from streetStreet suffix standardised+4 more |
| ENR-101952 | ENR | Jason Li | 1970-05-16 | UHC-97033-03 | 2478409639 | 8580 Lincoln Way, Phoenix, AZ, 85041 | 0.60 | Phone reformattedStreet suffix standardisedAddress re-casedZIP+4 trimmed+4 more |
| ENR-101910 | ENR | Edward Mejia | 1963-01-05 | UHC-45725-98 | 8259602646 | 3267 Palm Dr, Denver, CO, 80254 | 0.60 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-102453 | ENR | Michelle R Cox | 2008-06-19 | UHC-75069-53 | 2485170904 | 2167 Sunset Blvd, Orlando, FL | 0.60 | Name re-casedPhone reformattedMember ID reformattedStreet suffix standardised+4 more |
| ENR-137492 | ENR | Zachary O Greene | 1944-01-17 | — | 5744261458 | 7572 Baseline Rd, Austin, TX, 78718 | 0.60 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-141363 | ENR | Jeremy Z Watson | 1985-01-18 | UHC-78439-13 | — | 6845 Valley View Dr # 982, Chandler, AZ, 85246 | 0.60 | Name re-casedDate of birth reformattedUnit split from streetStreet suffix standardised+4 more |
| ENR-114510 | ENR | Robert Q Collins | 1952-01-11 | UHC-33675-90 | 9125616549 | 626 Spring St, Sacramento, CA, 95859 | 0.60 | Middle initial moved out of first namePhone reformattedMember ID reformattedStreet suffix standardised+4 more |
| ENR-132983 | ENR | Denis R Griffin | 1989-11-22 | UHC-11850-53 | — | 4985 Valley View Dr, Phoenix, AZ, 85022 | 0.60 | Name re-casedStreet suffix standardisedAddress re-casedCity re-cased+4 more |
| ENR-126283 | ENR | Bradley Armstrong | 1947-12-15 | UHC-69711-57 | 4958818317 | 6289 Market St Apt 1, Chandler, AZ, 85266 | 0.60 | Phone reformattedUnit split from streetStreet suffix standardisedAddress re-cased+4 more |
| ENR-141557 | ENR | Thomas Castillo | 1972-11-12 | UHC-88761-59 | 8434276876 | 8253 Spring St, Tucson, AZ, 85770 | 0.60 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-117618 | ENR | Kyle Richards | 1981-02-28 | UHC-09435-37 | 4076858147 | 1539 Indian School Rd, Minneapolis, MN, 55433 | 0.60 | Name split from “Last, First”Phone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-102660 | ENR | Donna R Richards | 1951-12-10 | UHC-51434-18 | 9207248790 | 8054 Grand Ave, Columbus, OH | 0.60 | Name re-casedDate of birth reformattedPhone reformattedMember ID reformatted+4 more |
| ENR-124496 | ENR | Charles G Holmes | 1977-03-17 | UHC-85650-99 | 3167800992 | 1149 Desert Sky Blvd, Nashville, TN, 37229 | 0.60 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-114645 | ENR | Vincent Larson | — | UHC-73026-62 | 8854984227 | 2120 Church St, Dallas, TX, 75240 | 0.60 | Name re-casedDate of birth unreadablePhone reformattedStreet suffix standardised+4 more |
| ENR-108066 | ENR | Arjun Ray | 1966-09-21 | UHC-51751-35 | 6276322371 | 8416 Baseline Rd, Nashville, TN, 37205 | 0.60 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-135042 | ENR | Patricia Hicks | 1984-05-19 | UHC-34406-02 | 2825286484 | 7193 Main St, Chandler, AZ, 85285 | 0.60 | Name re-casedPhone reformattedMember ID reformattedStreet suffix standardised+4 more |
| ENR-126805 | ENR | Valentina O Wheeler | 1953-05-22 | UHC-44407-74 | 9645275872 | 4300 Valley View Dr # 876, Nashville, TN, 37203 | 0.60 | Name re-casedDate of birth reformattedPhone reformattedUnit split from street+4 more |
| ENR-102020 | ENR | Helen Guerrero | 1982-11-01 | UHC-96377-24 | 4187174453 | 9053 Lincoln Way Apt 2, Columbus, OH, 43246 | 0.60 | Date of birth reformattedPhone reformattedUnit split from streetStreet suffix standardised+4 more |
| ENR-122228 | ENR | Joshua G Watsun | 1984-12-12 | UHC-62896-70 | 3018601747 | 7627 Highland Ave, Chandler, AZ, 85204 | 0.60 | Date of birth reformattedPhone reformattedMember ID reformattedStreet suffix standardised+4 more |
| ENR-122229 | ENR | Joshua G Watsun | 1984-12-12 | UHC-62896-70 | 3018601747 | 7627 Highland Ave, Chandler, AZ, 85204 | 0.60 | Date of birth reformattedPhone reformattedMember ID reformattedStreet suffix standardised+4 more |
| ENR-132278 | ENR | Gabriel Phillips | 1980-01-03 | UHC-86029-01 | 3824476301 | 5932 Sage Ct Apt 26, San Antonio, TX, 78299 | 0.60 | Date of birth reformattedPhone reformattedMember ID reformattedUnit split from street+4 more |
| ENR-103280 | ENR | Melissa Black | 1988-07-05 | UHC-84832-60 | 8829433229 | 2435 Meadow Ln # 874, Eden Prairie, MN, 55353 | 0.60 | Name re-casedDate of birth reformattedPhone reformattedUnit split from street+4 more |
| ENR-109126 | ENR | Jeremy Carlson | 1989-08-01 | UHC-96041-62 | 9107268586 | 6448 Church St, Eden Prairie, MN, 55377 | 0.60 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-131487 | ENR | Joshua D Wagner | 1939-06-04 | UHC-39831-74 | 7076156058 | 6809 Market St, San Diego, CA, 92175 | 0.60 | Middle initial moved out of first nameName re-casedPhone reformattedStreet suffix standardised+4 more |
| ENR-112389 | ENR | Brandon Mejia | 1994-12-12 | UHC-98769-04 | 3879324177 | 3682 Cedar Ln, Minneapolis, MN, 55463 | 0.60 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-126471 | ENR | Rssell S Fuller | 1976-09-18 | UHC-39766-37 | 8296592894 | 7563 Maple Ave, Phoenix, AZ, 85069 | 0.60 | Name re-casedMember ID reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-139695 | ENR | Christian Perez | 1952-11-25 | UHC-25263-93 | 6674217649 | 1745 Sunset Blvd, Orlando, FL, 32815 | 0.60 | Name split from “Last, First”Phone reformattedMember ID reformattedStreet suffix standardised+4 more |
| ENR-137817 | ENR | OJunk | 1961-10-13 | UHC-77677-08 | 4522281878 | 7897 Palm Dr, Nashville, TN, 37276 | 0.60 | Date of birth reformattedPhone reformattedMember ID reformattedStreet suffix standardised+4 more |
| ENR-110223 | ENR | Samantha Carlson | 1974-05-01 | UHC-35190-77 | 6995519894 | 82 Sage Ct, Tampa, FL, 33607 | 0.60 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-139193 | ENR | Logan Payne | 1986-04-08 | UHC-81447-44 | 2884325587 | 279 Apache Blvd, Orlando, FL, 32830 | 0.60 | Name re-casedDate of birth reformattedPhone reformattedSSN last four extracted+4 more |
| ENR-131604 | ENR | Alan T Gray | 1991-02-28 | UHC-21586-54 | 8112811697 | 8700 Spring St, Las Vegas, NV, 89114 | 0.60 | Date of birth reformattedPhone reformattedCity re-casedState name converted to code+4 more |
| ENR-128763 | ENR | Dennis Weber | 2008-10-19 | UHC-92414-28 | 6887868699 | 4332 Central Ave, Miami, FL, 33105 | 0.60 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-141031 | ENR | Raymond C Freeman | 1953-01-23 | UHC-96816-88 | 4823648363 | 3667 Valley View Dr, Tempe, AZ | 0.60 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-132498 | ENR | Kenneth V West | 1989-04-08 | UHC-16174-78 | 7213271314 | 1690 Baseline Rd, Atlanta, GA | 0.60 | Phone reformattedStreet suffix standardisedAddress re-casedState code upper-cased+4 more |
| ENR-120828 | ENR | Diane C Snyder | 1953-08-25 | UHC-68765-36 | 6082870496 | 3890 Cedar Ln, Plano, TX, 75081 | 0.60 | Name re-casedDate of birth reformattedPhone reformattedMember ID reformatted+4 more |
| ENR-122158 | ENR | Richard Hunter | 2006-10-22 | UHC-39251-82 | 5207953361 | 1801 Meadow Ln, Chandler, AZ, 85261 | 0.60 | Name split from “Last, First”Phone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-128109 | ENR | Juan Kelly | 1945-10-24 | UHC-12228-04 | 8963762803 | 2386 Central Ave, Phoenix, AZ, 85057 | 0.60 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-128797 | ENR | Janice D Riley | 2007-10-04 | UHC-13352-81 | 2013264299 | 7419 Spring St, San Antonio, TX | 0.60 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-135786 | ENR | DebraJunk | 1981-02-07 | UHC-22689-53 | 6069298672 | 1474 Ocean Ave, Mesa, AZ | 0.60 | Name re-casedPhone reformattedMember ID reformattedCity re-cased+4 more |