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-25878 | PRV | Diane Reid | 1954-02-03 | — | 4824190082 | 2365 Sage Ct, Houston, TX, 77045 | 0.82 | Phone reformattedGender normalisedPlaceholder values cleared |
| PRV-26428 | PRV | Hiroshi X Flores | 1966-10-20 | UHC-41870-78 | — | 9389 Valley View Dr, Mesa, AZ, 85268 | 0.82 | Name split from “Last, First”Whitespace trimmedPlaceholder values cleared |
| PRV-27736 | PRV | Ashley Watson | 1960-12-22 | UHC-02090-65 | 9388858091 | 4523 Maple Ave, Phoenix, AZ, 85064 | 0.82 | Phone reformattedState name converted to codePlaceholder values cleared |
| PRV-23400 | PRV | Gary V Espinoza | 1948-04-18 | UHC-84150-57 | 9606425868 | — | 0.82 | Name split from “Last, First”Whitespace trimmedPlaceholder values cleared |
| PRV-20325 | PRV | Kimberly Mejia | 1977-11-19 | — | — | 4850 Indian School Rd, Mesa, AZ, 85252 | 0.82 | ZIP+4 trimmedWhitespace trimmedPlaceholder values cleared |
| PRV-24262 | PRV | Patricia Wang | 1950-08-14 | UHC-99901-23 | 9345370419 | 4280 Lincoln Way, Austin, TX, 78748 | 0.82 | Date of birth reformattedGender normalisedPlaceholder values cleared |
| PRV-23674 | PRV | Steven Schmidt | 1986-09-25 | — | — | 2572 Ridge Rd, Plano, TX, 75059 | 0.82 | Street suffix standardisedAddress re-casedPlaceholder values cleared |
| PRV-23754 | PRV | Amanda Montgoery | 1969-03-19 | — | 7775358349 | 6520 Harbor Blvd, Plano, TX, 75061 | 0.82 | Date of birth reformattedZIP+4 trimmedPlaceholder values cleared |
| PRV-27613 | PRV | William Olson | 1940-07-18 | — | 7209613519 | 5935 Main St # 980, Gilbert, AZ, 85208 | 0.82 | Unit split from streetWhitespace trimmedPlaceholder values cleared |
| PRV-27861 | PRV | Cynthia Stephens | 1957-04-06 | UHC-44022-07 | 2173893906 | — | 0.82 | Two-digit birth yearWhitespace trimmedPlaceholder values cleared |
| PRV-22007 | PRV | Philip Woods | 2001-02-24 | — | 9877177326 | 8935 Valley View Dr, Eden Prairie, MN, 55320 | 0.82 | Phone reformattedState name converted to codePlaceholder values cleared |
| PRV-20702 | PRV | Carl Morales | 1979-12-15 | — | 6095466523 | 5098 Market St, Orlando, FL, 32800 | 0.82 | Street suffix standardisedAddress re-casedPlaceholder values cleared |
| PRV-25578 | PRV | Billy Austin | 1992-05-22 | — | — | 29 Lincoln Way, Fresno, CA, 93774 | 0.82 | Email lower-casedGender normalisedPlaceholder values cleared |
| PRV-22696 | PRV | Anna Hall | 2001-04-04 | — | 9816328969 | 1680 Jefferson Ave, Miami, FL, 33114 | 0.82 | Phone reformattedZIP+4 trimmedPlaceholder values cleared |
| PRV-26734 | PRV | Joseph Walsh | 1997-05-25 | UHC-54154-91 | 2296377020 | — | 0.82 | Name split from “Last, First”Phone reformattedPlaceholder values cleared |
| PRV-27033 | PRV | Billy Brown | 1977-12-04 | UHC-09978-13 | — | 870 Hillcrest Rd, Fresno, CA, 93709 | 0.82 | Date of birth reformattedZIP+4 trimmedPlaceholder values cleared |
| PRV-24054 | PRV | Kim Z Jones | 1968-08-16 | — | — | 6153 Central Ave, Columbus, OH, 43271 | 0.82 | Name re-casedGender normalisedPlaceholder values cleared |
| PRV-22507 | PRV | Don Fialds | 1981-05-24 | UHC-22806-16 | 4973747885 | 7784 Broadway, Houston, TX, 77076 | 0.82 | City re-casedState name converted to codePlaceholder values cleared |
| PRV-21140 | PRV | Jeremy Snyder | 1997-11-27 | UHC-72167-18 | — | 4178 Park Pl, Jacksonville, FL, 32209 | 0.82 | Street suffix standardisedAddress re-casedPlaceholder values cleared |
| PRV-28424 | PRV | Jordan L Sullivan | 2001-02-14 | — | 6698503292 | 2637 Ocean Ave, Gilbert, AZ, 85253 | 0.82 | Name split from “Last, First”Date of birth reformattedPlaceholder values cleared |
| PRV-22294 | PRV | Ralph Robertson | 2005-08-09 | UHC-03692-72 | 8357671481 | 2123 Camelback Rd, Scottsdale, AZ, 85264 | 0.82 | Street suffix standardisedAddress re-casedPlaceholder values cleared |
| PRV-26352 | PRV | Marcus Nichols | 2005-03-17 | — | 3672142096 | 7137 Sunset Blvd, Eden Prairie, MN, 55334 | 0.82 | Phone reformattedGender normalisedPlaceholder values cleared |
| PRV-24282 | PRV | Margaret Patterson | 1977-09-12 | — | 8035518926 | 2729 Lincoln Way, Columbus, OH, 43264 | 0.82 | SSN last four extractedEmail lower-casedPlaceholder values cleared |
| PRV-23542 | PRV | Thomas Richards | 1945-02-21 | UHC-76708-28 | 9742960653 | 4221 Oak St, Las Vegas, NV, 89129 | 0.82 | Name split from “Last, First”Whitespace trimmedPlaceholder values cleared |
| PRV-28932 | PRV | Lori Espinoza | 1971-10-10 | UHC-27604-26 | 3344635852 | 7801 Lincoln Way, Mesa, AZ, 85227 | 0.82 | Phone reformattedGender normalisedPlaceholder values cleared |
| PRV-22776 | PRV | Timothy S Santus | 1980-07-26 | — | 9562094053 | — | 0.82 | Name split from “Last, First”Whitespace trimmedPlaceholder values cleared |
| PRV-28009 | PRV | Theresa King | 1961-07-13 | UHC-01570-93 | 4404102326 | 8709 Main St, Atlanta, GA, 30319 | 0.82 | Phone reformattedStreet suffix standardisedAddress re-cased |
| PRV-24081 | PRV | Shirley Stewart | 1917-07-06 | — | — | — | 0.82 | Gender normalisedWhitespace trimmedPlaceholder values cleared |
| PRV-24489 | PRV | Betty Walsh | 1988-09-04 | — | — | 3850 Maple Ave, Sacramento, CA, 95804 | 0.82 | Name split from “Last, First”Whitespace trimmedPlaceholder values cleared |
| PRV-25396 | PRV | Judith Cunningham | 1986-06-05 | — | 7135194974 | 244 Broadway, Sacramento, CA, 95828 | 0.82 | Name re-casedTwo-digit birth yearPlaceholder values cleared |
| PRV-27075 | PRV | Vicky Schmidt | 1993-04-02 | — | — | 82 Canyon Rd, Orlando, FL, 32861 | 0.82 | Phone missing area codeCity re-casedPlaceholder values cleared |
| PRV-29541 | PRV | Carolyn C Arnold | 1961-01-28 | — | 9093511403 | 5629 Broadway, Dallas, TX, 75254 | 0.82 | Name split from “Last, First”Address re-casedPlaceholder values cleared |
| PRV-23090 | PRV | Ethan Lopez | 1983-05-12 | UHC-27810-97 | 7056804337 | 7340 Palm Dr, Fresno, CA | 0.82 | Phone reformattedZIP missingPlaceholder values cleared |
| PRV-25699 | PRV | Laura B Hunt | 1954-12-01 | UHC-31779-73 | 5058741492 | 2200 Canyon Rd, Tucson, AZ, 85759 | 0.82 | Two-digit birth yearPhone reformattedPlaceholder values cleared |
| PRV-27689 | PRV | Kayla Schmidt | 1973-12-05 | — | 6105445206 | 7183 Sunset Blvd, Columbus, OH, 43276 | 0.82 | Name split from “Last, First”Phone reformattedPlaceholder values cleared |
| PRV-20229 | PRV | Anna S Fisher | 1990-09-28 | — | 9384466330 | 6576 Camelback Rd, Los Angeles, CA | 0.82 | Phone reformattedZIP missingPlaceholder values cleared |
| PRV-22673 | PRV | Joan W Chavez | 2006-02-14 | UHC-73132-10 | 5769695537 | 7276 Spring St Apt 35, Eden Prairie, MN, 55340 | 0.82 | Phone reformattedUnit split from streetPlaceholder values cleared |
| PRV-22582 | PRV | Vincent Gordon | 1973-01-03 | — | 2558169267 | 1710 Central Ave # 773, Miami, FL, 33190 | 0.82 | Phone reformattedUnit split from streetPlaceholder values cleared |
| PRV-27780 | PRV | Mary B Hanson | 1958-05-14 | UHC-40770-25 | 4053626007 | 1207 Mountain View Dr, Plano, TX, 75075 | 0.82 | Street suffix standardisedAddress re-casedPlaceholder values cleared |
| PRV-28796 | PRV | Gary P Chapman | 1980-12-12 | — | 6247951058 | 8674 Lake View Rd, San Diego, CA, 92145 | 0.82 | Street suffix standardisedAddress re-casedPlaceholder values cleared |
| PRV-23126 | PRV | Steven Green | 2007-05-26 | — | 9166339086 | 17 Oak St, Plano, TX, 75011 | 0.82 | Phone reformattedGender normalisedPlaceholder values cleared |
| PRV-28073 | PRV | Mariana Owens | 1998-06-24 | — | 5198981877 | 6172 Ocean Ave, Orlando, FL, 32836 | 0.82 | Name split from “Last, First”Phone reformattedPlaceholder values cleared |
| PRV-26481 | PRV | Kenneth Schmidt | 1963-07-03 | — | 3512069883 | 2650 Harbor Blvd, Scottsdale, AZ, 85275 | 0.82 | Phone reformattedState name converted to codePlaceholder values cleared |
| PRV-27832 | PRV | Jesse F Silva | 1992-11-10 | — | — | 2776 Ridge Rd, San Antonio, TX, 78286 | 0.82 | Street suffix standardisedAddress re-casedPlaceholder values cleared |
| PRV-21809 | PRV | Luis I Murphy | 1965-07-18 | UHC-24205-01 | 9488942399 | 2011 Grand Ave, Jacksonville, FL, 32261 | 0.82 | Gender normalisedWhitespace trimmedPlaceholder values cleared |
| PRV-28562 | PRV | Lisa Taylor | 1983-09-14 | UHC-20686-86 | 2418473837 | 1069 Baseline Rd, Eden Prairie, MN, 55389 | 0.82 | Street suffix standardisedAddress re-casedPlaceholder values cleared |
| PRV-28561 | PRV | Lisa Taylor | 1983-09-14 | UHC-20686-86 | 2418473837 | 1069 Baseline Rd, Eden Prairie, MN, 55389 | 0.82 | Street suffix standardisedAddress re-casedPlaceholder values cleared |
| PRV-21027 | PRV | Christian Perez | 1978-01-11 | UHC-47113-40 | 7507598645 | 9660 Grand Ave, Tempe, AZ, 85211 | 0.82 | Phone reformattedStreet suffix standardisedAddress re-cased |
| PRV-23699 | PRV | Brtitany Hernandez | 1972-01-22 | UHC-97157-40 | 9603471351 | 8092 Washington St, Miami, FL, 33152 | 0.82 | Name split from “Last, First”Date of birth reformattedPhone reformatted |
| PRV-24058 | PRV | Julia Hollmes | 1974-12-28 | — | 6967289662 | — | 0.82 | Phone reformattedGender normalisedPlaceholder values cleared |