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-27593 | PRV | Jesse Fields | 1949-08-24 | — | 3619781581 | 2531 Mountain View Dr, Denver, CO, 80255 | 0.78 | Name re-casedDate of birth reformattedGender normalisedWhitespace trimmed+1 more |
| PRV-20126 | PRV | Charlotte X Nichols | 1960-03-16 | — | — | 5200 Bayshore Dr, Tempe, AZ, 85259 | 0.78 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-21851 | PRV | Sophia I Wells | 1943-05-10 | — | 9594122567 | 7097 Park Pl, San Diego, CA, 92147 | 0.78 | Phone reformattedStreet suffix standardisedAddress re-casedWhitespace trimmed+1 more |
| PRV-27248 | PRV | Helen G Weclh | 1953-04-03 | — | 8955709808 | 2008 Jefferson Ave, Tucson, AZ, 85766 | 0.78 | Name split from “Last, First”Date of birth reformattedPhone reformattedPlan code upper-cased+1 more |
| PRV-21240 | PRV | Carl A Hoffman | 1941-12-11 | UHC-12474-99 | — | 7522 Indian School Rd, Miami, FL, 33185 | 0.78 | Member ID reformattedStreet suffix standardisedAddress re-casedCity re-cased+1 more |
| PRV-26686 | PRV | Sarah McDonald | 1956-05-05 | — | 7045518382 | 6759 River Rd, Miami, FL, 33162 | 0.78 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-21172 | PRV | Zachary Luna | 1949-03-04 | — | 4993825921 | 8165 Harbor Blvd, Glendale, AZ, 85350 | 0.78 | Name re-casedStreet suffix standardisedAddress re-casedCity re-cased+1 more |
| PRV-22236 | PRV | Janet Hernadnez | 2008-03-15 | — | 9149804428 | 1444 Indian School Rd, Fresno, CA, 93784 | 0.78 | Date of birth reformattedStreet suffix standardisedAddress re-casedWhitespace trimmed+1 more |
| PRV-28282 | PRV | Charles Scott | 2006-03-13 | UHC-81562-74 | 8376243308 | 5859 Palm Dr, San Antonio, TX, 78275 | 0.78 | Phone reformattedStreet suffix standardisedAddress re-casedEmail lower-cased+1 more |
| PRV-20889 | PRV | Andrea Jimenez | 1972-03-10 | — | 5235113994 | 6052 Jefferson Ave, Seattle, WA, 98131 | 0.78 | Phone reformattedStreet suffix standardisedAddress re-casedWhitespace trimmed+1 more |
| PRV-23910 | PRV | Santiago Tran | 1983-11-27 | — | — | 549 River Rd, Austin, TX, 78742 | 0.78 | Street suffix standardisedAddress re-casedEmail lower-casedWhitespace trimmed+1 more |
| PRV-23911 | PRV | Santiago Tran | 1983-11-27 | — | — | 549 River Rd, Austin, TX, 78742 | 0.78 | Street suffix standardisedAddress re-casedEmail lower-casedWhitespace trimmed+1 more |
| PRV-20961 | PRV | Jeremy Torres | 1982-06-17 | UHC-01486-09 | — | 8802 Jefferson Ave, Plano, TX, 75017 | 0.78 | Name re-casedStreet suffix standardisedAddress re-casedWhitespace trimmed+1 more |
| PRV-27690 | PRV | Pat Hansen | 1975-05-16 | — | 9285770943 | 1164 Broadway Apt 1, Denver, CO, 80225 | 0.78 | Date of birth reformattedPhone reformattedUnit split from streetWhitespace trimmed+1 more |
| PRV-23101 | PRV | Ashley Hayes | 1970-03-20 | — | 4842802916 | 2850 Valley View Dr, Chandler, AZ | 0.78 | Name re-casedPhone reformattedZIP missingWhitespace trimmed+1 more |
| PRV-21412 | PRV | Kathleen Wallace | 2000-03-14 | UHC-39042-54 | — | 6675 Harbor Blvd, Los Angeles, CA, 90015 | 0.78 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-21413 | PRV | Kathleen Wallace | 2000-03-14 | UHC-39042-54 | — | 6675 Harbor Blvd, Los Angeles, CA, 90015 | 0.78 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-21063 | PRV | Cheryl Colilns | 1973-08-10 | — | 9049643456 | — | 0.78 | Name re-casedPhone reformattedGender normalisedWhitespace trimmed+1 more |
| PRV-20986 | PRV | Camila Olson | 1938-06-17 | — | 7345417864 | 5990 Camelback Rd, Denver, CO, 80272 | 0.78 | Name re-casedPhone reformattedCity re-casedGender normalised+1 more |
| PRV-20526 | PRV | Denise Mendoza | 1989-02-12 | UHC-54373-74 | 2277668269 | 5546 Sunset Blvd, Houston, TX, 77094 | 0.78 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-25186 | PRV | Carolyn Luna | 1999-11-27 | UHC-24535-03 | 4286699356 | 9464 Maple Ave, San Antonio, TX, 78248 | 0.78 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-23861 | PRV | Cynthia Ray | 1944-07-28 | — | 9855465699 | 2807 Lake View Rd, Houston, TX | 0.78 | Name re-casedPhone reformattedZIP missingWhitespace trimmed+1 more |
| PRV-24861 | PRV | Jeremy Bishop | 1971-03-21 | UHC-33995-12 | 3968042203 | 7906 Lake View Rd, Minneapolis, MN, 55450 | 0.78 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-21053 | PRV | Mei A Griffin | 1958-01-25 | — | — | 7654 Mesa Dr, Sacramento, CA, 95860 | 0.78 | Name re-casedDate of birth reformattedGender normalisedWhitespace trimmed+1 more |
| PRV-29454 | PRV | Carl Johnston | 2000-10-17 | — | 4297644549 | 8398 Desert Sky Blvd, Minneapolis, MN, 55473 | 0.78 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-26287 | PRV | Gerald Hansen | 1948-09-21 | UHC-73980-75 | 6723413545 | 4824 Maple Ave, Denver, CO, 80266 | 0.78 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-25039 | PRV | Dan Jimenez | 1959-01-18 | UHC-38087-84 | 2503385724 | — | 0.78 | Name re-casedTwo-digit birth yearPhone reformattedWhitespace trimmed+1 more |
| PRV-28983 | PRV | Sarah Evans | 2005-06-24 | — | 7863518033 | 834 Cedar Ln, Eden Prairie, MN, 55356 | 0.78 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-26740 | PRV | Carlos Daniels | 1974-11-06 | — | — | 4075 Maple Ave, Denver, CO | 0.78 | Name re-casedDate of birth reformattedCity re-casedZIP missing+1 more |
| PRV-28420 | PRV | Christina Dunn | 1942-03-01 | — | 6476114354 | 6848 Market St, Atlanta, GA, 30334 | 0.78 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-23395 | PRV | Carl C Watson | 1947-06-09 | UHC-46114-22 | — | 4297 Palm Dr, Miami, FL, 33100 | 0.78 | Member ID reformattedStreet suffix standardisedAddress re-casedCity re-cased+1 more |
| PRV-22295 | PRV | Samantha Smith | 1958-06-16 | — | 6027286461 | 1097 Spring St, Los Angeles, CA, 90067 | 0.78 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-27913 | PRV | Gary P Hicks | 1953-03-01 | — | 4612153672 | 3882 Jefferson Ave, Chandler, AZ, 85230 | 0.78 | Phone reformattedStreet suffix standardisedAddress re-casedWhitespace trimmed+1 more |
| PRV-20352 | PRV | Gregory Salazar | 1967-09-26 | — | 6639038016 | 7702 Apache Blvd, Seattle, WA, 98131 | 0.78 | Phone reformattedStreet suffix standardisedAddress re-casedWhitespace trimmed+1 more |
| PRV-25686 | PRV | Judy Hoffmaan | 1949-11-07 | — | 8239770775 | 9408 Valley View Dr, Phoenix, AZ, 85016 | 0.78 | Phone reformattedStreet suffix standardisedAddress re-casedEmail lower-cased+1 more |
| PRV-29169 | PRV | Elizabeht Matthews | 1994-08-26 | UHC-83163-59 | 6257599798 | 8220 Bayshore Dr, Orlando, FL, 32855 | 0.78 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-24834 | PRV | Jerry Watkins | 1957-07-07 | — | 9407703748 | 2207 Washington St, Los Angeles, CA, 90098 | 0.78 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-26423 | PRV | Kahtleen C Tran | 1975-04-20 | UHC-59783-86 | 3623599237 | 4373 Central Ave, Miami, FL, 33166 | 0.78 | Phone reformattedStreet suffix standardisedAddress re-casedEmail lower-cased+1 more |
| PRV-22111 | PRV | Aaron U Mason | 1955-06-21 | UHC-53527-13 | 2874515027 | 7117 Jefferson Ave, Glendale, AZ, 85385 | 0.78 | Member ID reformattedStreet suffix standardisedAddress re-casedWhitespace trimmed+1 more |
| PRV-21637 | PRV | Jessica Taylor | 1951-02-22 | — | 3448900471 | 2381 Lincoln Way, Nashville, TN, 37246 | 0.78 | Name re-casedStreet suffix standardisedAddress re-casedWhitespace trimmed+1 more |
| PRV-24881 | PRV | Judith Owens | 1954-02-15 | — | 6107756168 | 1095 Willow Ct, Las Vegas, NV, 89164 | 0.78 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-21786 | PRV | Luis I Porter | 2006-06-17 | — | 6658578571 | 2013 Lake View Rd, Jacksonville, FL, 32286 | 0.78 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-24721 | PRV | Nathan Campbell | 1958-01-12 | UHC-46707-26 | 8123458389 | 6555 Palm Dr, Charlotte, NC, 28231 | 0.78 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-21545 | PRV | Adam Spencer | 1959-01-01 | — | 2167382345 | 8509 Mesa Dr, Columbus, OH, 43280 | 0.78 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-27157 | PRV | Martha Patterson | 1991-05-22 | — | — | 7089 River Rd, Tempe, AZ, 85239 | 0.78 | Name re-casedStreet suffix standardisedAddress re-casedWhitespace trimmed+1 more |
| PRV-28366 | PRV | Julie Stephens | 1955-03-26 | UHC-55281-28 | 6747149796 | 7634 Washington St, Atlanta, GA, 30391 | 0.78 | Name re-casedStreet suffix standardisedAddress re-casedWhitespace trimmed+1 more |
| PRV-23427 | PRV | Donald O Lynch | 1999-02-27 | — | 5313314934 | 2835 Lake View Rd, Mesa, AZ, 85265 | 0.78 | Two-digit birth yearPhone reformattedCity re-casedWhitespace trimmed+1 more |
| PRV-22604 | PRV | Eugene C Arnold | 1945-12-07 | UHC-30243-38 | 6296055945 | 8379 Valley View Dr, Gilbert, AZ, 85204 | 0.78 | Name split from “Last, First”Phone reformattedEmail lower-casedWhitespace trimmed+1 more |
| PRV-28336 | PRV | Russell Ford | 1949-11-02 | — | 2576840382 | 5170 Apache Blvd, Jacksonville, FL, 32220 | 0.78 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+1 more |
| PRV-22784 | PRV | Elizabeth F Greene | 1950-01-08 | — | 2412458741 | 4344 Central Ave, Atlanta, GA, 30336 | 0.78 | Name re-casedPhone reformattedGender normalisedWhitespace trimmed+1 more |