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-20258 | PRV | Stephen C Morales | 1961-03-24 | UHC-68494-83 | 9183796476 | 5118 Grand Ave, Los Angeles, CA, 90075 | 0.76 | Name re-casedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-25073 | PRV | Wayne Moorris | 1984-06-07 | UHC-85819-24 | 8166404542 | 3686 Main St, Charlotte, NC, 28267 | 0.76 | Date of birth reformattedPhone reformattedMember ID reformattedState name converted to code+2 more |
| PRV-24283 | PRV | Sandra Soto | 2001-10-01 | — | 2129714286 | 9307 Mesa Dr, Denver, CO, 80280 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-25634 | PRV | Hiroshi Espinoza | 1997-12-09 | — | — | 2482 Mesa Dr, Tempe, AZ, 85226 | 0.76 | Street suffix standardisedAddress re-casedCity re-casedEmail lower-cased+2 more |
| PRV-20739 | PRV | Elizabeth Gardner | 1981-04-12 | — | 4689284206 | 7874 Union St, Orlando, FL, 32863 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+2 more |
| PRV-24624 | PRV | Deborah Hamilton | 1963-03-05 | — | 8349894965 | 4385 Highland Ave, Austin, TX, 78721 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+2 more |
| PRV-28741 | PRV | Valentina Perry | 1958-07-19 | — | 6945792409 | 4222 Maple Ave, Nashville, TN, 37234 | 0.76 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-28119 | PRV | Wayne Fernandez | 1941-12-03 | UHC-71673-52 | 4989514706 | 6873 Canyon Rd, Jacksonville, FL, 32269 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-27652 | PRV | Ethan E Sanchez | — | UHC-35179-03 | 5623279904 | 1217 Oak St, San Antonio, TX, 78252 | 0.76 | Name re-casedDate of birth missingPhone reformattedCity re-cased+2 more |
| PRV-25334 | PRV | Jack Dunn | 1975-08-10 | — | — | 4632 Mesa Dr, Los Angeles, CA, 90029 | 0.76 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-24263 | PRV | Joyce A Tran | 1939-04-24 | UHC-45030-13 | 5446290568 | 3124 Grand Ave, Miami, FL, 33162 | 0.76 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-29329 | PRV | Olivia M Adams | 1961-12-26 | UHC-25800-62 | 2612751520 | 6363 Hillcrest Rd, Minneapolis, MN, 55402 | 0.76 | Date of birth reformattedPhone reformattedMember ID reformattedStreet suffix standardised+2 more |
| PRV-22997 | PRV | Terry Sms | 1938-08-05 | UHC-54059-41 | 3879544581 | 2868 Elm St, Phoenix, AZ, 85023 | 0.76 | Member ID reformattedStreet suffix standardisedAddress re-casedEmail lower-cased+2 more |
| PRV-20536 | PRV | Walter Peters | 1966-02-13 | UHC-02548-52 | 6118204274 | 5060 Highland Ave Apt 22, Minneapolis, MN, 55434 | 0.76 | Date of birth reformattedPhone reformattedUnit split from streetPlan code upper-cased+2 more |
| PRV-22268 | PRV | Judith Perry | 1979-08-23 | UHC-06397-90 | 3985872713 | 6815 Canyon Rd, Miami, FL, 33191 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-20964 | PRV | Julia Dean | 1959-11-20 | UHC-46436-46 | 4984146658 | 6505 Highland Ave, Jacksonville, FL, 32273 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-26623 | PRV | Frank Fernandez | 1960-04-04 | UHC-46561-13 | 8743006582 | 6763 Mesa Dr, Glendale, AZ, 85323 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-22373 | PRV | Steven Miller | 1943-03-21 | UHC-50421-83 | 2057834352 | 6461 Grand Ave, Tampa, FL, 33623 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+2 more |
| PRV-24793 | PRV | Anthony Reed | 1942-05-02 | — | 8332751534 | 6410 Cedar Ln, Nashville, TN, 37221 | 0.76 | Name re-casedPhone reformattedCity re-casedState name converted to code+2 more |
| PRV-22687 | PRV | Nicole Carter | 1978-02-06 | — | 2922199419 | 5698 Grand Ave, Houston, TX, 77048 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-23487 | PRV | Ralph Cox | 2006-05-21 | UHC-01981-81 | 9835644071 | 7355 Cedar Ln, Phoenix, AZ, 85038 | 0.76 | Name re-casedPhone reformattedCity re-casedGender normalised+2 more |
| PRV-28100 | PRV | Ros A Gary | 1970-06-13 | — | 8015340747 | 6125 Sunset Blvd, Columbus, OH, 43268 | 0.76 | Date of birth reformattedPhone reformattedState name converted to codePlan code upper-cased+2 more |
| PRV-29058 | PRV | Catherine B Lne | 2007-10-27 | UHC-93377-92 | — | 3738 Apache Blvd, Sacramento, CA, 95896 | 0.76 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-28604 | PRV | Don Banks | 1971-06-13 | — | 4742355070 | 5222 Camelback Rd, Austin, TX, 78730 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-28041 | PRV | Randy D Lawrence | 1968-05-03 | — | 9124050085 | 4612 Highland Ave, Charlotte, NC, 28283 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-20061 | PRV | Brandon D Benett | 1976-10-06 | — | 6375998649 | 625 Spring St, Tampa, FL, 33620 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-28546 | PRV | Larry Taylor | 1939-04-10 | — | — | 3402 Ocean Ave, Tampa, FL, 33652 | 0.76 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-23292 | PRV | Mason Gardner | 1957-02-01 | UHC-03087-94 | 5132816326 | 1165 Oak St, Tucson, AZ, 85786 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-26889 | PRV | Bryan Perez | 1989-08-17 | — | — | 4600 Canyon Rd, Tempe, AZ, 85234 | 0.76 | Name re-casedStreet suffix standardisedAddress re-casedEmail lower-cased+2 more |
| PRV-21766 | PRV | Larry Barnes | 1958-04-09 | UHC-76599-05 | 4312402230 | 6609 Market St, Houston, TX, 77037 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-29209 | PRV | Adrea Aguilar | 1971-03-17 | — | 2864847135 | 8116 Indian School Rd, Scottsdale, AZ, 85264 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-20295 | PRV | Kathryn L Vasquez | 1985-08-26 | UHC-16182-62 | 8316704889 | 1861 Cedar Ln, Los Angeles, CA, 90060 | 0.76 | Middle initial moved out of first namePhone reformattedMember ID reformattedEmail lower-cased+2 more |
| PRV-25437 | PRV | Dorothy Griffin | 1944-12-26 | — | 4564782435 | 3855 Spring St, Orlando, FL, 32886 | 0.76 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-26175 | PRV | Christopher Castro | 2005-02-27 | — | 3014325148 | 1841 Maple Ave, Las Vegas, NV, 89108 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-22902 | PRV | Austin Domynguez | 1954-04-10 | — | — | 7136 Cedar Ln, Tampa, FL, 33601 | 0.76 | Date of birth reformattedCity re-casedState code upper-casedZIP+4 trimmed+2 more |
| PRV-20411 | PRV | Joan Nunez | 2001-10-23 | — | 6507798099 | 6137 Mountain View Dr, Las Vegas, NV, 89168 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedGender normalised+2 more |
| PRV-24163 | PRV | Rachel Kellly | 1944-02-27 | UHC-94298-23 | 8564026237 | 572 Market St, Chandler, AZ, 85231 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-28181 | PRV | Stepen Holmes | 1962-07-06 | UHC-14308-30 | 6882860067 | 3832 Meadow Ln, Scottsdale, AZ, 85242 | 0.76 | Name re-casedPhone reformattedMember ID reformattedZIP+4 trimmed+2 more |
| PRV-22830 | PRV | Cheryl Daniels | 1974-11-24 | UHC-88831-98 | 9263879492 | 5417 Palm Dr, Fresno, CA, 93782 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-20040 | PRV | Hannah Campbbell | 2007-04-15 | — | 3255178293 | 9710 Canyon Rd, Phoenix, AZ, 85099 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-24237 | PRV | Ashley O Valdez | 1999-02-10 | — | 2358623232 | 483 Hillcrest Rd, Glendale, AZ, 85388 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-22333 | PRV | Alan U Patterson | 2007-11-15 | UHC-71714-83 | 8663359802 | 5417 Baseline Rd, Seattle, WA, 98140 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-24764 | PRV | Eugene Bailey | 1968-02-11 | UHC-60178-10 | 5264472913 | 5402 Church St, Tempe, AZ | 0.76 | Name re-casedDate of birth reformattedPhone reformattedZIP missing+2 more |
| PRV-28733 | PRV | Austin Contreras | 1941-12-19 | UHC-72120-49 | 2887922714 | 7460 Canyon Rd, San Diego, CA, 92125 | 0.76 | Phone reformattedMember ID reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-21179 | PRV | Ryan Rivera | 1974-02-14 | — | 6632318902 | 6236 Desert Sky Blvd, Mesa, AZ, 85258 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+2 more |
| PRV-23880 | PRV | Jeremy Romero | 1954-11-14 | UHC-73018-04 | 3467871225 | 4322 Bayshore Dr, Sacramento, CA, 95834 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedState name converted to code+2 more |
| PRV-27876 | PRV | Pamela Shaw | 1999-12-17 | UHC-66394-29 | 2495146270 | 6583 Indian School Rd, Tampa, FL, 33690 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-27126 | PRV | Aisha Harvey | 1979-02-02 | UHC-39601-09 | 2292988233 | 4208 Main St, Dallas, TX, 75211 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedZIP+4 trimmed+2 more |
| PRV-24097 | PRV | Kyle Young | 1957-11-24 | — | 2117034491 | 5907 Harbor Blvd, San Antonio, TX, 78231 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-24212 | PRV | Jason Ortega | 1941-09-03 | UHC-52395-15 | — | 8529 Indian School Rd, Seattle, WA, 98166 | 0.76 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+2 more |