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
All sources, lowest dq score first
| Record | Source | Name | DOB | Member ID | Phone | Address | Quality score | Flags |
|---|---|---|---|---|---|---|---|---|
| PRV-20348 | PRV | Sophia Munoz | 1977-05-22 | UHC-32629-21 | 8549995737 | 6455 Ridge Rd, Scottsdale, AZ, 85256 | 0.48 | Name split from “Last, First”Date of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| PRV-23340 | PRV | Bruce Stone | 2006-02-06 | UHC-02412-43 | 7777630224 | 4565 Mountain View Dr Apt 36, Phoenix, AZ, 85096 | 0.48 | Name re-casedPhone reformattedMember ID reformattedUnit split from street+4 more |
| PRV-26967 | PRV | Soto Randy | 1943-12-07 | UHC-23233-32 | 8336914874 | 8000 Pine Dr, Dallas, TX, 75231 | 0.48 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-101899 | ENR | Diana S Myers | 1994-04-19 | UHC-65881-90 | 7665062301 | 4782 Sage Ct # 409, Plano, TX, 75060 | 0.48 | Date of birth reformattedPhone reformattedUnit split from streetStreet suffix standardised+4 more |
| ENR-101900 | ENR | Diana S Myers | 1994-04-19 | UHC-65881-90 | 7665062301 | 4782 Sage Ct # 409, Plano, TX, 75060 | 0.48 | Date of birth reformattedPhone reformattedUnit split from streetStreet suffix standardised+4 more |
| PRV-26722 | PRV | Terry A Turner | 1971-11-01 | — | 2737798336 | 1573 Park Pl Apt 38, Eden Prairie, MN, 55331 | 0.48 | Name split from “Last, First”Date of birth reformattedPhone reformattedUnit split from street+4 more |
| ENR-127986 | ENR | Christian P Nelson | — | UHC-83748-44 | 6033036816 | 499 Pine Dr, Los Angeles, CA, 90068 | 0.48 | Name re-casedDate of birth unreadablePhone reformattedStreet suffix standardised+4 more |
| ENR-141678 | ENR | Gabriel Vazquez | 1979-05-14 | UHC-22403-99 | 5247442623 | 2070 Apache Blvd, Phoenix, AZ, 85060 | 0.48 | Name split from “Last, First”Date of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-125058 | ENR | Hannah G Dean | 1943-06-10 | UHC-03019-59 | 7805122733 | 248 River Rd, Scottsdale, AZ, 85242 | 0.48 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| CLM-402421 | CLM | Lauren Carroll | 1963-12-24 | — | 8667107430 | 2829 Lake View Rd, Mesa, AZ | 0.48 | Name split from “Last, First”Date of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-109171 | ENR | Luis Bailey | 1976-06-02 | UHC-42810-13 | 3477249469 | 7673 Main St, Minneapolis, MN, 55451 | 0.48 | Name re-casedPhone reformattedMember ID reformattedStreet suffix standardised+4 more |
| ENR-111059 | ENR | Sara Greene | 1987-04-04 | UHC-84724-26 | 2129192051 | 2557 Main St, Las Vegas, NV, 89166 | 0.48 | Name re-casedTwo-digit birth yearPhone reformattedStreet suffix standardised+4 more |
| TPA-64358 | TPA | Duris McDonald | 1977-06-19 | UHC-00910-81 | 5318250759 | 566 Church St, Chandler, AZ, 85203 | 0.48 | Phone reformattedMember ID reformattedStreet suffix standardisedAddress re-cased+4 more |
| PRV-23907 | PRV | Andrew Bell | 1964-08-20 | UHC-15391-25 | 2772428230 | 5494 Union St, San Antonio, TX, 78287 | 0.48 | Name split from “Last, First”Two-digit birth yearPhone reformattedMember ID reformatted+4 more |
| CLM-409349 | CLM | Matthew R Romero | 1972-07-08 | — | — | 138 Market St, Tempe, AZ | 0.48 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-134242 | ENR | Raymond Hicks | 2007-09-22 | UHC-56313-54 | 8437869678 | 7323 Baseline Rd, Orlando, FL, 32825 | 0.48 | Phone reformattedSSN last four extractedStreet suffix standardisedAddress re-cased+4 more |
| ENR-129623 | ENR | Arthur Ryan | 1964-06-17 | UHC-17123-61 | 6007025020 | 2777 Oak St Apt 5, Tampa, FL, 33672 | 0.48 | Name re-casedTwo-digit birth yearPhone reformattedUnit split from street+4 more |
| TPA-57311 | TPA | Wayne Bailey | 2007-07-10 | — | — | 8816 Forest Ave, Phoenix, AZ, 85017 | 0.48 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+4 more |
| PRV-20376 | PRV | Denise Walker | 1955-11-04 | UHC-80410-94 | 2298167821 | 8205 Baseline Rd, Jacksonville, FL, 32273 | 0.48 | Phone reformattedStreet suffix standardisedAddress re-casedZIP+4 trimmed+4 more |
| ENR-113034 | ENR | Linda Lawrence | 1940-05-16 | UHC-42978-12 | 8735890123 | 4617 Palm Dr Apt 39, Tucson, AZ, 85757 | 0.48 | Name split from “Last, First”Phone reformattedUnit split from streetStreet suffix standardised+4 more |
| ENR-121278 | ENR | Tyler Q Rose | 1982-01-28 | UHC-35992-83 | — | 959 Palm Dr, Mesa, AZ, 85272 | 0.48 | Date of birth reformattedStreet suffix standardisedAddress re-casedCity re-cased+4 more |
| CLM-407908 | CLM | Michelle Lee | 1952-02-03 | UHC-44850-78 | 2468883201 | 88 Highland Ave, Charlotte, NC, 28211 | 0.48 | Name re-casedTwo-digit birth yearPhone reformattedStreet suffix standardised+4 more |
| CLM-426370 | CLM | Mei Y Reyes | 1945-08-10 | — | 2285300824 | 1048 Main St Apt 3, Jacksonville, FL, 32241 | 0.48 | Phone reformattedUnit split from streetStreet suffix standardisedAddress re-cased+4 more |
| ENR-104755 | ENR | Nathan Morrison | — | UHC-32458-35 | 5257772917 | 1788 Valley View Dr, Seattle, WA, 98117 | 0.48 | Name re-casedDate of birth unreadablePhone reformattedStreet suffix standardised+4 more |
| ENR-122780 | ENR | Michelle Walker | 2003-08-05 | UHC-17580-14 | 3015838848 | 7539 Bayshore Dr Apt 19, Jacksonville, FL, 32259 | 0.48 | Name re-casedTwo-digit birth yearPhone reformattedUnit split from street+4 more |
| CLM-404467 | CLM | Gabriel Campbell | 1941-09-14 | UHC-07730-92 | 8512204176 | 1460 Pine Dr # 396, Plano, TX, 75001 | 0.48 | Name re-casedUnit split from streetStreet suffix standardisedAddress re-cased+4 more |
| CLM-416731 | CLM | Thomas Black | 1962-10-13 | UHC-99272-93 | — | 9730 Oak St, Glendale, AZ, 85321 | 0.48 | Name re-casedTwo-digit birth yearStreet suffix standardisedAddress re-cased+4 more |
| ENR-123645 | ENR | Carl N Valdez | 1964-02-03 | UHC-93111-39 | 4095222600 | 6049 Forest Ave, Atlanta, GA, 30380 | 0.48 | Name re-casedPhone reformattedSSN last four extractedStreet suffix standardised+4 more |
| ENR-118359 | ENR | Joe Wright | 1992-06-04 | UHC-08635-40 | 6875965982 | 907 Apache Blvd, Gilbert, AZ, 85291 | 0.48 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| PRV-24213 | PRV | Jeremy B Dixon | 1939-05-03 | UHC-07517-71 | 4464110688 | 6846 Hillcrest Rd, Houston, TX | 0.48 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| PRV-21291 | PRV | Dan Q Allen | 1944-11-27 | — | 2332238726 | 9804 Camelback Rd, Houston, TX | 0.48 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| CLM-418708 | CLM | Michelle Carpenter | 2004-12-26 | UHC-19794-40 | — | 1416 Spring St, Scottsdale, AZ, 85215 | 0.48 | Name re-casedTwo-digit birth yearStreet suffix standardisedAddress re-cased+4 more |
| ENR-135528 | ENR | Frances E Vega | 1981-01-14 | UHC-40876-79 | 7665060586 | 8278 Ridge Rd, Dallas, TX, 75257 | 0.48 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+4 more |
| ENR-110740 | ENR | Doris Jones | 1970-08-26 | UHC-98385-23 | 6407883084 | 1468 Mountain View Dr, Austin, TX, 78782 | 0.48 | Two-digit birth yearPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| PRV-26611 | PRV | David G Hicks | 1957-12-18 | UHC-45736-97 | — | 3403 Sage Ct # 724, San Diego, CA, 92159 | 0.48 | Middle initial moved out of first nameName re-casedDate of birth reformattedUnit split from street+4 more |
| ENR-133879 | ENR | Harper K Philip | 1963-02-22 | UHC-80108-67 | 6875732299 | 3956 Bayshore Dr, Orlando, FL, 32854 | 0.48 | Name re-casedTwo-digit birth yearPhone reformattedStreet suffix standardised+4 more |
| CLM-419720 | CLM | Theresa G Ruiz | — | UHC-19329-14 | 8887560910 | 5807 Bayshore Dr, Columbus, OH, 43290 | 0.48 | Name re-casedDate of birth unreadablePhone reformattedStreet suffix standardised+4 more |
| CLM-432077 | CLM | Terry Q Duncan | 1972-11-17 | UHC-55410-43 | — | 8349 Sunset Blvd Apt 40, Fresno, CA, 93726 | 0.48 | Name re-casedDate of birth reformattedUnit split from streetStreet suffix standardised+4 more |
| ENR-108259 | ENR | Kathryn Lawson | — | UHC-39531-79 | 6822446367 | 6646 Canyon Rd, Orlando, FL, 32893 | 0.48 | Name re-casedDate of birth missingPhone reformattedStreet suffix standardised+4 more |
| PRV-26420 | PRV | Valentina R Jackson | 1965-01-20 | — | 5397472494 | 462 Lake View Rd, Eden Prairie, MN, 55367 | 0.48 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| TPA-52425 | TPA | Martha Harper | 1950-11-13 | — | 5035220517 | 7781 Market St, Minneapolis, MN | 0.48 | Name split from “Last, First”Phone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-119005 | ENR | Willie Barnes | 1986-01-11 | UHC-72052-81 | 4753052583 | 3387 Cedar Ln, Nashville, TN, 37265 | 0.48 | Phone reformattedMember ID reformattedSSN last four extractedStreet suffix standardised+4 more |
| ENR-122577 | ENR | Danielle Peterson | 1949-01-25 | UHC-54962-64 | 2584846687 | 1519 Jefferson Ave, Mesa, AZ | 0.48 | Name re-casedDate of birth reformattedPhone reformattedSSN last four extracted+4 more |
| PRV-24350 | PRV | Bruce Hansen | 1995-04-06 | UHC-49101-83 | 7293716405 | 3759 Willow Ct Apt 28, Austin, TX | 0.48 | Date of birth reformattedPhone reformattedUnit split from streetStreet suffix standardised+4 more |
| ENR-107800 | ENR | Kyle Q Snyder | 1945-05-19 | UHC-90590-98 | 5405635130 | 6754 Sage Ct, Tampa, FL, 33666 | 0.48 | Date of birth reformattedPhone reformattedSSN last four extractedStreet suffix standardised+4 more |
| TPA-55650 | TPA | Ryan Grant | 1989-09-27 | — | — | 6174 Valley View Dr, Tucson, AZ | 0.48 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+4 more |
| CLM-409582 | CLM | Jennifer Riley | 1988-04-14 | — | — | 4639 Baseline Rd, Jacksonville, FL, 32286 | 0.48 | Name re-casedTwo-digit birth yearStreet suffix standardisedAddress re-cased+4 more |
| ENR-127162 | ENR | Jacob Z Carpenter | 2007-11-22 | UHC-24720-46 | 3346355146 | 5511 Mountain View Dr, Tempe, AZ, 85296 | 0.48 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-110698 | ENR | Frank M Vasquez | 2007-09-18 | UHC-46737-11 | 8063187040 | 7100 Main St, Scottsdale, AZ, 85274 | 0.48 | Name split from “Last, First”Phone reformattedMember ID reformattedCity re-cased+4 more |
| ENR-107978 | ENR | George Munoz | 1956-12-23 | UHC-84709-91 | 3717474418 | 1291 Cedar Ln # 923, Tampa, FL, 33605 | 0.48 | Phone reformattedUnit split from streetStreet suffix standardisedAddress re-cased+4 more |