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-124761 | ENR | Mei McDonald | 1939-01-28 | UHC-20880-78 | 4816081080 | 7772 Lincoln Way, Houston, TX, 77077 | 0.58 | Name split from “Last, First”Date of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-132726 | ENR | Alexis M Hughes | 2001-06-10 | UHC-70657-25 | 5227601512 | 1856 Union St, Fresno, CA, 93718 | 0.58 | Date of birth reformattedPhone reformattedMember ID reformattedStreet suffix standardised+5 more |
| ENR-130572 | ENR | Maria L Stephens | 1986-09-24 | — | 8617633911 | 1827 Canyon Rd, San Diego, CA, 92119 | 0.58 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+5 more |
| ENR-104866 | ENR | Ray A Park | 1976-12-12 | UHC-17523-45 | 7324001291 | 8795 Valley View Dr, Jacksonville, FL, 32245 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-126763 | ENR | Ethan Washington | 1994-11-12 | UHC-00595-54 | 6034861677 | 1253 Elm St, Tempe, AZ | 0.58 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+5 more |
| ENR-110832 | ENR | Elizabeth Lane | 1943-05-04 | UHC-54943-98 | 2445185748 | 9077 Hillcrest Rd Apt 36, Columbus, OH, 43224 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedMember ID reformatted+5 more |
| ENR-140418 | ENR | Zachary Q Baker | 1952-04-10 | UHC-62292-08 | 9585035297 | 6675 Camelback Rd, San Antonio, TX | 0.58 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-111671 | ENR | Kaylla H Wagner | 1973-12-01 | UHC-41223-83 | — | 8933 Park Pl, Denver, CO, 80218 | 0.58 | Name split from “Last, First”State name converted to codeGender normalised |
| ENR-110032 | ENR | Mason Thomas | 1992-11-14 | UHC-48966-12 | 5329930151 | 4433 Washington St, Denver, CO, 80263 | 0.58 | Name split from “Last, First”SSN last four extractedZIP+4 trimmed |
| ENR-126390 | ENR | Doris Sims | 1942-11-10 | UHC-56700-59 | 8768345172 | 5650 Valley View Dr, Plano, TX, 75097 | 0.58 | Name split from “Last, First”Date of birth reformattedPhone reformattedMember ID reformatted+5 more |
| ENR-100377 | ENR | Brian S Gonzalez | 1967-08-14 | UHC-11415-22 | 5546163147 | 7198 Mountain View Dr, Eden Prairie, MN, 55365 | 0.58 | Name re-casedPhone reformattedMember ID reformattedSSN last four extracted+5 more |
| ENR-115070 | ENR | Ethan X Vasquez | 1973-06-11 | UHC-61918-98 | 3345595001 | 9113 Washington St, Las Vegas, NV, 89122 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-124553 | ENR | Kelly N Hunt | 1985-12-13 | UHC-13321-31 | 5738653865 | 6920 Willow Ct, Sacramento, CA | 0.58 | Name re-casedDate of birth reformattedPhone reformattedMember ID reformatted+5 more |
| ENR-116629 | ENR | Dot D Mendoza | 2003-07-02 | UHC-99229-94 | 8487269376 | 953 Ocean Ave, Miami, FL, 33128 | 0.58 | Name split from “Last, First”Date of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-136870 | ENR | Dylan Day | 1946-11-15 | UHC-32420-88 | — | 8287 Central Ave # 731, Gilbert, AZ | 0.58 | Two-digit birth yearUnit split from streetZIP missing |
| ENR-134167 | ENR | Anthony Y Morgan | 2001-09-05 | UHC-23469-62 | 2662700298 | 5791 Indian School Rd, Scottsdale, AZ | 0.58 | Name split from “Last, First”State name converted to codeZIP missing |
| ENR-113759 | ENR | Marilyn Hill | 1991-04-08 | UHC-35136-12 | 2786583127 | 8995 Desert Sky Blvd, Tucson, AZ, 85792 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-132078 | ENR | Dixon O Noah | 1968-05-24 | UHC-37800-54 | 5267817748 | 5291 Camelback Rd, Atlanta, GA, 30396 | 0.58 | Name re-casedPhone reformattedMember ID reformattedStreet suffix standardised+5 more |
| ENR-108395 | ENR | Linda U Harvey | 1965-12-27 | UHC-26634-20 | 4903402913 | 8129 Central Ave, Denver, CO | 0.58 | Name re-casedDate of birth reformattedPhone reformattedMember ID reformatted+5 more |
| ENR-143000 | ENR | Sara Burton | 1983-02-21 | UHC-08812-59 | 8886625097 | 5709 Sage Ct, San Diego, CA, 92157 | 0.58 | Name split from “Last, First”Date of birth reformattedPhone reformattedMember ID reformatted+5 more |
| ENR-101584 | ENR | Tyler W Berry | 1940-09-16 | UHC-30421-49 | 9056104104 | 8874 Spring St, Orlando, FL, 32810 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-117053 | ENR | Willie Gordon | 1944-06-13 | UHC-53886-67 | 9893213490 | 7310 Church St, Tucson, AZ, 85754 | 0.58 | Name re-casedTwo-digit birth yearPhone reformattedMember ID reformatted+5 more |
| ENR-121849 | ENR | Kimberly F McDonald | 1959-12-14 | UHC-49543-48 | 8215069224 | 2253 Cedar Ln, San Diego, CA, 92102 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedMember ID reformatted+5 more |
| ENR-126349 | ENR | Wei W Walker | 1976-05-14 | UHC-30724-80 | 7004052828 | 9780 River Rd, Dallas, TX, 75270 | 0.58 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+5 more |
| ENR-136139 | ENR | Eric L Simons | 2006-06-11 | — | 5133928308 | 1268 Maple Ave, Tucson, AZ, 85780 | 0.58 | Name split from “Last, First”Date of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-130295 | ENR | Shirley Fields | 1946-02-13 | UHC-59596-37 | 7246872445 | 2237 Baseline Rd, Seattle, WA, 98196 | 0.58 | Name re-casedDate of birth reformattedMember ID reformattedStreet suffix standardised+5 more |
| ENR-101717 | ENR | Mateo O Weaver | 1952-04-01 | UHC-06209-31 | 2534248176 | 8866 Ocean Ave, San Diego, CA, 92161 | 0.58 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+5 more |
| ENR-101621 | ENR | Hiroshi Wang | 1966-02-10 | UHC-08450-66 | 7575494570 | 4121 Valley View Dr, Houston, TX, 77043 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-109725 | ENR | Rachel Munoz | 2004-03-17 | UHC-15937-04 | 8985084666 | 7646 Bayshore Dr, Eden Prairie, MN, 55307 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-117472 | ENR | Kenneth K Fowler | 1956-12-11 | UHC-86489-42 | 9044379449 | 100 Canyon Rd, Dallas, TX, 75272 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-128390 | ENR | Sentiago Y Perkins | 1972-01-21 | UHC-86977-19 | 2417300455 | 172 Jefferson Ave, Glendale, AZ, 85363 | 0.58 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+5 more |
| ENR-105635 | ENR | Bobby F Alvarez | 1966-01-15 | UHC-06326-24 | 3074093270 | 7340 Harbor Blvd, Dallas, TX, 75274 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedMember ID reformatted+5 more |
| ENR-141727 | ENR | Nathan Day | 2004-03-20 | UHC-18540-15 | 6145625518 | 4425 Broadway Apt 22, Dallas, TX | 0.58 | Date of birth reformattedPhone reformattedMember ID reformattedUnit split from street+5 more |
| ENR-106716 | ENR | Billy K Duncan | 1983-12-27 | UHC-74793-36 | 2994509725 | 575 Ocean Ave, Tucson, AZ, 85771 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-113544 | ENR | Frances V Morales | 1981-06-25 | UHC-94910-11 | 7198143872 | 4633 Sage Ct, Atlanta, GA, 30336 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedMember ID reformatted+5 more |
| ENR-139733 | ENR | Lynch G Paul | 2005-03-22 | UHC-76821-72 | 5903439107 | 6421 Park Pl, Los Angeles, CA, 90054 | 0.58 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+5 more |
| ENR-117477 | ENR | Eugene Webb | 1998-04-24 | UHC-03845-70 | 3103051170 | 6304 Grand Ave # 574, Tampa, FL, 33686 | 0.58 | Date of birth reformattedPhone reformattedUnit split from streetStreet suffix standardised+5 more |
| ENR-125385 | ENR | Fatima Henderson | 1970-11-22 | UHC-17129-93 | 5965636340 | 2871 Willow Ct Apt 23, Mesa, AZ, 85222 | 0.58 | Date of birth reformattedPhone reformattedMember ID reformattedUnit split from street+5 more |
| ENR-120292 | ENR | Janet W Edwards | 1965-07-10 | UHC-30103-66 | 7378263478 | 3833 Market St, Scottsdale, AZ, 85260 | 0.58 | Name re-casedTwo-digit birth yearPhone reformattedStreet suffix standardised+5 more |
| ENR-139861 | ENR | Kathryn Obrien | 1987-09-23 | UHC-59533-24 | 7412632886 | 650 Apache Blvd, Phoenix, AZ, 85022 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedMember ID reformatted+5 more |
| ENR-128478 | ENR | Linda Johnson | 1994-09-18 | UHC-84718-34 | 8787245719 | 3980 Baseline Rd, Columbus, OH | 0.58 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-128928 | ENR | Amanda Espinoza | 2006-08-13 | UHC-65635-71 | 9708637503 | 6442 Maple Ave, Nashville, TN, 37281 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-110157 | ENR | Jason Scott | 1977-11-13 | UHC-54039-61 | 4914520978 | 41 Sunset Blvd, Jacksonville, FL, 32276 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-104855 | ENR | Jeremy Munzo | 2005-08-02 | UHC-17752-21 | 8462712904 | 4774 Spring St, Seattle, WA, 98182 | 0.58 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-105463 | ENR | Melissa C Tran | 1958-07-11 | UHC-37788-27 | 8677786881 | 5448 Church St, Charlotte, NC, 28264 | 0.60 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-102962 | ENR | Joshua N Hill | 1990-12-04 | UHC-51639-39 | 7782350837 | 6968 Market St, Jacksonville, FL, 32293 | 0.60 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-100071 | ENR | Laura Hamilton | 1956-01-17 | UHC-53829-66 | — | 7386 River Rd, Las Vegas, NV, 89191 | 0.60 | Name re-casedMember ID reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-103780 | ENR | Linda W Henry | 1983-07-14 | UHC-84983-22 | 4112687226 | 7924 Church St, Tampa, FL, 33607 | 0.60 | Middle initial moved out of first nameName re-casedDate of birth reformattedPhone reformatted+4 more |
| ENR-142112 | ENR | Nicholas M Mendoza | 1994-05-04 | UHC-42778-02 | — | 3558 Washington St, Eden Prairie, MN, 55317 | 0.60 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-121022 | ENR | Ryan J Hill | 1966-09-13 | UHC-71857-40 | 3593973007 | 5138 Harbor Blvd # 202, Austin, TX, 78793 | 0.60 | Name re-casedDate of birth reformattedPhone reformattedUnit split from street+4 more |