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-139934 | ENR | Jessica P Ball | 1969-08-14 | UHC-71411-11 | — | 262 Spring St, Mesa, AZ, 85216 | 0.48 | Name re-casedDate of birth reformattedSSN last four extractedStreet suffix standardised+4 more |
| ENR-115551 | ENR | Peter George | 1970-12-27 | UHC-53360-70 | 6559252604 | 7796 Oak St, San Antonio, TX, 78214 | 0.48 | Date of birth reformattedPhone reformattedSSN last four extractedStreet suffix standardised+4 more |
| ENR-137251 | ENR | Aaron Gonzalez | 1962-11-03 | UHC-18772-45 | 2538912028 | 9680 Mountain View Dr, Seattle, WA, 98103 | 0.48 | Name re-casedTwo-digit birth yearPhone reformattedStreet suffix standardised+4 more |
| ENR-111811 | ENR | Justin Anderson | 1986-12-28 | — | 8695267790 | 3886 Church St, Glendale, AZ, 85373 | 0.48 | Name split from “Last, First”Two-digit birth yearPhone reformattedStreet suffix standardised+4 more |
| ENR-108954 | ENR | Mark T Johnston | 1981-04-13 | UHC-91112-59 | 6915183756 | 9121 Ridge Rd, Atlanta, GA, 30338 | 0.48 | Middle initial moved out of first nameDate of birth reformattedPhone reformattedMember ID reformatted+4 more |
| ENR-129207 | ENR | Luis B Thompson | 1969-01-01 | UHC-10698-32 | 6079116912 | 5642 Indian School Rd, Chandler, AZ, 85262 | 0.48 | Phone reformattedMember ID reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-120778 | ENR | Melissa E James | 2004-12-15 | UHC-20496-59 | — | 5275 Church St, Los Angeles, CA, 90086 | 0.48 | SSN last four extractedStreet suffix standardisedAddress re-casedCity re-cased+4 more |
| ENR-110474 | ENR | Noah H Clark | 1948-07-26 | UHC-89607-22 | 2773709227 | 6089 Hillcrest Rd, Seattle, WA, 98121 | 0.48 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-122616 | ENR | Shirley Bennett | — | UHC-38488-53 | 3919141801 | 8915 Canyon Rd, Plano, TX, 75024 | 0.48 | Date of birth missingPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-115360 | ENR | Arthur L Rice | — | UHC-25386-54 | 5812371863 | 4090 Market St, Los Angeles, CA, 90002 | 0.48 | Name re-casedDate of birth unreadablePhone reformattedStreet suffix standardised+4 more |
| ENR-126692 | ENR | Noah Yang | — | UHC-35553-42 | 3393466328 | 1662 Main St, Sacramento, CA, 95892 | 0.48 | Name re-casedDate of birth unreadablePhone reformattedSSN last four extracted+4 more |
| ENR-109639 | ENR | Brian G Vazquez | 1970-07-16 | UHC-12630-18 | 3646615998 | 4314 Washington St, Sacramento, CA, 95831 | 0.48 | Name split from “Last, First”Two-digit birth yearPhone reformattedMember ID reformatted+4 more |
| ENR-106498 | ENR | Catherine X Garcia | 1965-03-14 | UHC-49707-14 | 6736093324 | 95 Baseline Rd, Chandler, AZ | 0.48 | Name re-casedPhone reformattedSSN last four extractedStreet suffix standardised+4 more |
| ENR-118784 | ENR | Paul D Collins | — | UHC-68079-95 | 7705465499 | 2464 Central Ave, San Diego, CA, 92124 | 0.48 | Date of birth unreadablePhone reformattedCity re-casedState code upper-cased+4 more |
| ENR-112089 | ENR | Anthony Z Herrera | 1955-09-22 | UHC-04422-46 | 3183576638 | 8996 Apache Blvd, Columbus, OH | 0.48 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-137249 | ENR | Ann Bowman | 1970-06-15 | UHC-58657-88 | 4508444063 | 6414 Ridge Rd, Phoenix, AZ, 85023 | 0.48 | Name re-casedTwo-digit birth yearPhone reformattedMember ID reformatted+4 more |
| ENR-133359 | ENR | Grace Armstrong | — | UHC-66399-35 | — | 6118 Sage Ct, Scottsdale, AZ, 85288 | 0.48 | Name re-casedDate of birth missingStreet suffix standardisedAddress re-cased+4 more |
| ENR-115316 | ENR | Terry K Coleman | 1939-09-10 | UHC-28889-03 | 7553533818 | 9252 Lake View Rd, Gilbert, AZ | 0.48 | Name re-casedPhone reformattedSSN last four extractedStreet suffix standardised+4 more |
| ENR-113709 | ENR | Anna Hamilton | 1947-07-28 | UHC-64350-02 | 5723082398 | 1273 Mesa Dr, Chandler, AZ | 0.48 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-113646 | ENR | Albert E Dixon | — | UHC-57246-87 | 2043815694 | 5441 Market St, Mesa, AZ, 85233 | 0.48 | Name split from “Last, First”Date of birth unreadablePhone reformattedStreet suffix standardised+4 more |
| ENR-121911 | ENR | Sandra D Burton | 1964-05-14 | UHC-01994-05 | 9405487806 | 8931 Lake View Rd, Sacramento, CA, 95831 | 0.48 | Name split from “Last, First”Street suffix standardisedAddress re-casedCity re-cased+4 more |
| ENR-142407 | ENR | Austin Mitchell | 1991-12-18 | UHC-30117-53 | 6364475533 | 8198 Lake View Rd, Minneapolis, MN, 55450 | 0.48 | Name re-casedStreet suffix standardisedAddress re-casedState code upper-cased+4 more |
| ENR-101108 | ENR | Stephen Castro | 2002-08-08 | UHC-57755-77 | 6593123326 | 4293 Spring St Apt 4, Jacksonville, FL, 32244 | 0.48 | Date of birth reformattedPhone reformattedUnit split from streetStreet suffix standardised+4 more |
| ENR-122522 | ENR | Martha Davsi | 2007-05-17 | UHC-17115-19 | 5772209752 | 9349 Hillcrest Rd, Dallas, TX, 75258 | 0.48 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+4 more |
| ENR-128264 | ENR | Maria Salazar | 1973-12-13 | UHC-61139-77 | — | 2905 Harbor Blvd, Las Vegas, NV, 89192 | 0.48 | Name re-casedTwo-digit birth yearStreet suffix standardisedAddress re-cased+4 more |
| ENR-122166 | ENR | Albert L Santtos | 1956-12-07 | UHC-81733-66 | — | 8286 Harbor Blvd, Mesa, AZ, 85246 | 0.48 | Middle initial moved out of first nameName re-casedDate of birth reformattedPhone missing area code+4 more |
| ENR-138301 | ENR | Sandra Barnes | 1941-11-11 | UHC-80935-12 | 8986438361 | 7153 Bayshore Dr, Houston, TX, 77031 | 0.48 | Name split from “Last, First”Date of birth reformattedMember ID reformattedSSN last four extracted+4 more |
| ENR-139943 | ENR | Sophia Welch | 1938-07-16 | UHC-08969-87 | 8303198136 | 9297 Church St, San Diego, CA, 92171 | 0.48 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-127833 | ENR | Alexis Payne | 1960-09-09 | UHC-05678-36 | 8432121327 | 309 Indian School Rd, Phoenix, AZ, 85062 | 0.48 | Name re-casedPhone reformattedSSN last four extractedStreet suffix standardised+4 more |
| ENR-133150 | ENR | Shirley Thomas | 1950-01-03 | UHC-75591-40 | 8914942053 | 4157 Jefferson Ave # 452, San Diego, CA, 92155 | 0.48 | Phone reformattedUnit split from streetStreet suffix standardisedAddress re-cased+4 more |
| ENR-107859 | ENR | Brandon Price | — | UHC-79134-71 | 7012471474 | 5569 Desert Sky Blvd, Orlando, FL, 32854 | 0.48 | Name re-casedDate of birth missingStreet suffix standardisedAddress re-cased+4 more |
| ENR-114089 | ENR | Keith B Olson | 2006-03-05 | UHC-20417-55 | 9494048924 | 500 Highland Ave, Sacramento, CA, 95828 | 0.48 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-137373 | ENR | Tyler Y Peters | 2001-11-01 | UHC-32643-22 | — | 1544 Market St Apt 35, Fresno, CA, 93738 | 0.48 | Name re-casedUnit split from streetStreet suffix standardisedAddress re-cased+4 more |
| ENR-109380 | ENR | John S Torres | 2008-07-24 | UHC-17063-48 | 8363736047 | 8454 Forest Ave, Tucson, AZ, 85746 | 0.48 | Phone reformattedMember ID reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-102162 | ENR | Garrett W Susan | 2002-01-01 | UHC-37392-40 | 4938965197 | 4354 Willow Ct # 729, Tempe, AZ, 85277 | 0.48 | Name re-casedPhone reformattedUnit split from streetStreet suffix standardised+4 more |
| ENR-135994 | ENR | Lisa F Evans | 1994-05-23 | UHC-03457-44 | 6116961911 | 3982 Willow Ct, Los Angeles, CA, 90056 | 0.48 | Date of birth reformattedMember ID reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-115767 | ENR | Alexander S Andrews | 1968-12-21 | UHC-09924-10 | 5906401615 | 9048 Central Ave, Chandler, AZ | 0.48 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-126564 | ENR | Wei Gomez | 2005-03-13 | UHC-05045-78 | 2609743152 | 3593 Ocean Ave Apt 16, Austin, TX, 78708 | 0.48 | Name re-casedPhone reformattedUnit split from streetStreet suffix standardised+4 more |
| ENR-133355 | ENR | Stephen Cox | 1959-07-01 | UHC-59464-99 | 2769647516 | 2758 Mountain View Dr, Gilbert, AZ, 85227 | 0.48 | Name split from “Last, First”Date of birth reformattedPhone reformattedMember ID reformatted+4 more |
| ENR-130966 | ENR | Abigail F Vazquez | — | UHC-89341-24 | 3833353453 | 6140 Pine Dr, Austin, TX, 78747 | 0.48 | Name re-casedDate of birth missingPhone reformattedStreet suffix standardised+4 more |
| ENR-118094 | ENR | Carlos Carpennter | 2008-06-12 | UHC-93262-81 | 4753030901 | 833 Canyon Rd # 692, Scottsdale, AZ, 85207 | 0.48 | Name re-casedPhone reformattedUnit split from streetStreet suffix standardised+4 more |
| ENR-131276 | ENR | Mari Q Jenkins | 2006-04-01 | UHC-85849-89 | 7118276384 | 2486 Mountain View Dr # 977, Jacksonville, FL, 32232 | 0.48 | Date of birth reformattedPhone reformattedMember ID reformattedUnit split from street+4 more |
| ENR-129823 | ENR | Carlos I Evans | 1979-12-27 | UHC-89882-16 | 6617140876 | 9503 Desert Sky Blvd, Plano, TX, 75067 | 0.48 | Name re-casedStreet suffix standardisedAddress re-casedCity re-cased+4 more |
| ENR-129822 | ENR | Carlos I Evans | 1979-12-27 | UHC-89882-16 | 6617140876 | 9503 Desert Sky Blvd, Plano, TX, 75067 | 0.48 | Name re-casedStreet suffix standardisedAddress re-casedCity re-cased+4 more |
| ENR-109324 | ENR | Nathan Schultz | 1968-02-18 | UHC-02679-13 | 4438045596 | 4204 Highland Ave, Miami, FL, 33144 | 0.48 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-133743 | ENR | Stephanie Chapman | — | — | 6256883610 | 7839 Main St, Gilbert, AZ, 85262 | 0.48 | Name re-casedDate of birth unreadableStreet suffix standardisedAddress re-cased+4 more |
| ENR-111047 | ENR | Jacob Aams | — | UHC-55116-75 | 6324990118 | 5341 Oak St, Minneapolis, MN, 55456 | 0.48 | Name split from “Last, First”Date of birth unreadablePhone reformattedStreet suffix standardised+4 more |
| ENR-103688 | ENR | Willie G Rodriguez | 1970-07-01 | UHC-23786-86 | 3814148745 | 8066 Camelback Rd, Plano, TX, 75091 | 0.48 | Name split from “Last, First”Phone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-138210 | ENR | Juan L Hicks | 1960-08-11 | UHC-50167-56 | — | 8082 Hillcrest Rd, Fresno, CA | 0.48 | Name re-casedTwo-digit birth yearMember ID reformattedStreet suffix standardised+4 more |
| ENR-110219 | ENR | Jason Grant | 1946-01-06 | UHC-51451-91 | 5895981545 | 7783 Indian School Rd # 964, Denver, CO, 80293 | 0.48 | Name re-casedDate of birth reformattedPhone reformattedUnit split from street+4 more |