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
Provider network, lowest dq score first
| Record | Source | Name | DOB | Member ID | Phone | Address | Quality score | Flags |
|---|---|---|---|---|---|---|---|---|
| PRV-23121 | PRV | Josh Payne | 1946-12-20 | UHC-46227-21 | 3004991602 | 8870 Main St Apt 8, Denver, CO, 80285 | 0.62 | Phone reformattedUnit split from streetCity re-casedState name converted to code+3 more |
| PRV-26698 | PRV | Hiroshi G Rivera | — | UHC-30776-85 | 8885005013 | 5321 River Rd, Orlando, FL, 32859 | 0.62 | Date of birth missingPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-20752 | PRV | Teresa C McCoy | 1976-08-20 | UHC-16722-55 | 2045096146 | 5413 Market St, Los Angeles, CA, 90000 | 0.62 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-21184 | PRV | Jeremy D Campbell | 1971-01-02 | — | 7257764765 | 5454 Market St, Fresno, CA, 93733 | 0.62 | Phone reformattedStreet suffix standardisedAddress re-casedState name converted to code+3 more |
| PRV-29172 | PRV | Heather N Reid | 1993-03-26 | — | 7059972860 | 5533 Maple Ave, Fresno, CA, 93711 | 0.62 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-20914 | PRV | Vncent Brooks | 1946-11-09 | UHC-04330-68 | — | 1195 Ridge Rd, Eden Prairie, MN, 55300 | 0.62 | Name re-casedStreet suffix standardisedAddress re-casedCity re-cased+3 more |
| PRV-20719 | PRV | Alexis Nguyen | 1960-09-04 | — | 4247615077 | 9279 Forest Ave # 208, Houston, TX, 77040 | 0.62 | Name re-casedPhone reformattedUnit split from streetStreet suffix standardised+3 more |
| PRV-20954 | PRV | Lawrence Burke | 1951-03-07 | — | 4887835554 | 1137 Palm Dr, Gilbert, AZ, 85259 | 0.62 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-22451 | PRV | Julia Jensen | 1958-06-21 | UHC-89834-38 | 3894618707 | 8583 Sage Ct, Fresno, CA, 93784 | 0.62 | Phone reformattedStreet suffix standardisedAddress re-casedZIP+4 trimmed+3 more |
| PRV-20106 | PRV | Natalie Martinez | 1991-06-18 | — | 5957803152 | 5785 Apache Blvd, Plano, TX, 75015 | 0.62 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-26939 | PRV | Ryan Howard | 1976-12-22 | — | 4484202585 | 6625 Market St, Dallas, TX, 75230 | 0.62 | Name split from “Last, First”Date of birth reformattedPhone reformattedCity re-cased+3 more |
| PRV-28220 | PRV | Jack Chen | 1959-04-17 | — | 9696147099 | 1301 Apache Blvd, Gilbert, AZ, 85206 | 0.62 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-28052 | PRV | Henry V Obrien | 1954-02-08 | UHC-71537-80 | 2409165120 | 1614 Camelback Rd, Atlanta, GA | 0.62 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-22539 | PRV | Timothy George | 1951-04-03 | — | 6778141778 | 397 Sage Ct, Denver, CO, 80240 | 0.62 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-25853 | PRV | David Ward | — | — | 4603592942 | 1937 Baseline Rd, Mesa, AZ, 85232 | 0.62 | Name re-casedDate of birth unreadablePhone reformattedCity re-cased+3 more |
| PRV-25800 | PRV | Gerald E Fisher | 1943-06-08 | — | 6159272625 | 268 Indian School Rd, Charlotte, NC, 28241 | 0.62 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| PRV-22376 | PRV | Samuel Wheeler | 1959-09-23 | UHC-12175-52 | 5544616356 | 9508 Ridge Rd, Fresno, CA, 93758 | 0.62 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+3 more |
| PRV-29516 | PRV | Brittany Jackson | 1956-01-05 | UHC-56213-21 | — | 2035 Oak St, Mesa, AZ, 85281 | 0.62 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-23892 | PRV | Lauren H Shaw | 1997-08-15 | UHC-70188-66 | 6014169084 | 2823 Spring St, Los Angeles, CA, 90095 | 0.62 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-28498 | PRV | Kathryyn Coopre | 2000-07-27 | UHC-35430-35 | 2757043925 | 2987 Spring St, San Antonio, TX | 0.62 | Name re-casedDate of birth reformattedPhone reformattedZIP missing+3 more |
| PRV-22733 | PRV | Jose Y Campbell | 1993-11-18 | — | 6243263156 | 8087 Market St, Tempe, AZ, 85238 | 0.62 | Date of birth reformattedStreet suffix standardisedAddress re-casedEmail lower-cased+3 more |
| PRV-22688 | PRV | Lawrence Adams | 1971-01-08 | — | 6979426797 | 529 Sunset Blvd, Charlotte, NC, 28238 | 0.62 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| PRV-26290 | PRV | Abbby Cunningham | 1938-09-28 | — | 8772953074 | 4046 Oak St, Tampa, FL, 33663 | 0.62 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-24677 | PRV | Aan Ramos | 1999-04-02 | UHC-76630-85 | 7625368976 | 3586 Bayshore Dr, Chandler, AZ, 85255 | 0.62 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-27358 | PRV | Mrak O Johnson | 1989-09-14 | — | 8887023078 | 3957 Willow Ct # 625, Scottsdale, AZ, 85265 | 0.62 | Phone reformattedUnit split from streetStreet suffix standardisedAddress re-cased+3 more |
| PRV-29318 | PRV | Michael X McDonald | 1982-07-05 | — | 2312030340 | 6489 Camelback Rd, Gilbert, AZ, 85245 | 0.62 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-25817 | PRV | Justin Butler | 1953-11-08 | UHC-04020-20 | 6109317064 | 2044 Mountain View Dr, Austin, TX, 78706 | 0.62 | Name split from “Last, First”Date of birth reformattedPhone reformattedEmail lower-cased+3 more |
| PRV-22681 | PRV | Mariana Wheeler | 1959-10-23 | — | — | 9891 Washington St, Columbus, OH, 43204 | 0.62 | Name re-casedDate of birth reformattedSSN last four extractedStreet suffix standardised+3 more |
| PRV-21585 | PRV | Marilyn Fisher | 1985-04-16 | — | 6327881364 | 4815 Sage Ct, San Antonio, TX, 78201 | 0.62 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| PRV-25011 | PRV | Carol Wheeler | 1943-02-08 | — | 2182566087 | 6835 Maple Ave, Denver, CO, 80242 | 0.62 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-28463 | PRV | Ralph Bradley | 1980-07-27 | UHC-94420-89 | 7632035783 | 4979 Park Pl, Orlando, FL, 32832 | 0.62 | Name re-casedStreet suffix standardisedAddress re-casedCity re-cased+3 more |
| PRV-29113 | PRV | Patrick Morales | 1966-05-01 | UHC-01065-38 | 8953673611 | 1729 Central Ave, Sacramento, CA, 95803 | 0.62 | Name split from “Last, First”Date of birth reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-20093 | PRV | Jessica Meyer | 2009-11-21 | UHC-28846-42 | 7746369717 | 1685 Indian School Rd # 692, Eden Prairie, MN, 55342 | 0.62 | Date of birth reformattedPhone reformattedUnit split from streetStreet suffix standardised+3 more |
| PRV-27310 | PRV | Frank Robertson | 1984-02-24 | UHC-54618-22 | 4582597528 | 5146 Jefferson Ave, Miami, FL, 33166 | 0.62 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-23934 | PRV | Luis Gray | 2007-11-12 | — | 2559086145 | 8034 Park Pl, Fresno, CA, 93719 | 0.62 | Name split from “Last, First”Date of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| PRV-20714 | PRV | Karen Little | 1959-03-03 | — | 7352192983 | 7996 Willow Ct, Orlando, FL, 32830 | 0.62 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-25303 | PRV | Charlie Mitchell | 2008-12-26 | UHC-47452-54 | 8942419102 | 4323 Oak St, Tempe, AZ | 0.62 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-21266 | PRV | Gloria Ortega | 2007-02-20 | UHC-54492-82 | 6256642450 | 4707 Highland Ave, Tempe, AZ, 85252 | 0.62 | Name re-casedPhone reformattedSSN last four extractedStreet suffix standardised+3 more |
| PRV-28419 | PRV | Patricia S Davis | 2002-01-17 | — | 6146052699 | 5868 Oak St, Plano, TX, 75095 | 0.62 | Name re-casedTwo-digit birth yearPhone reformattedStreet suffix standardised+3 more |
| PRV-21007 | PRV | CarolynJunk | 2002-11-02 | UHC-39760-46 | — | 2843 Mesa Dr, Atlanta, GA, 30305 | 0.62 | Street suffix standardisedAddress re-casedCity re-casedEmail lower-cased+3 more |
| PRV-25176 | PRV | Joyce K Snyder | 1961-01-07 | UHC-38342-05 | 6782539977 | 7991 Meadow Ln, Glendale, AZ, 85350 | 0.62 | Middle initial moved out of first nameDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| PRV-26199 | PRV | Santiago Patterson | 1978-05-19 | — | 7479540450 | 6551 Mesa Dr, Charlotte, NC, 28248 | 0.62 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-28483 | PRV | Alice Parker | 1952-11-01 | — | 9078456046 | 6250 Camelback Rd, Dallas, TX, 75234 | 0.62 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+3 more |
| PRV-28884 | PRV | Theresa Munoz | 1962-04-06 | — | — | 2470 Camelback Rd, Atlanta, GA, 30364 | 0.62 | Name re-casedStreet suffix standardisedAddress re-casedCity re-cased+3 more |
| PRV-25602 | PRV | Dorothy Hughes | 1980-03-27 | — | 7649083664 | 7079 Main St, Atlanta, GA, 30332 | 0.62 | Name re-casedTwo-digit birth yearPhone reformattedStreet suffix standardised+3 more |
| PRV-22636 | PRV | Miike S Murphy | 1985-10-03 | UHC-63081-80 | 2512166136 | 4930 Central Ave, Plano, TX, 75039 | 0.62 | Name re-casedTwo-digit birth yearPhone reformattedStreet suffix standardised+3 more |
| PRV-25576 | PRV | Raymond Herrera | 1954-06-02 | — | — | 9418 Indian School Rd, Columbus, OH, 43290 | 0.62 | Name re-casedStreet suffix standardisedAddress re-casedEmail lower-cased+3 more |
| PRV-25181 | PRV | Alice Barnes | 1990-10-16 | UHC-85052-77 | — | 3043 Lincoln Way # 998, San Antonio, TX, 78288 | 0.62 | Date of birth reformattedUnit split from streetCity re-casedState code upper-cased+3 more |
| PRV-23051 | PRV | Stephen Singh | 1957-03-12 | — | 6419956674 | 3712 Grand Ave, Atlanta, GA, 30350 | 0.62 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+3 more |
| PRV-26222 | PRV | Laura White | 1957-09-20 | — | 4803539112 | 693 Lincoln Way, Houston, TX, 77007 | 0.62 | Name re-casedTwo-digit birth yearPhone reformattedStreet suffix standardised+3 more |