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-29410 | PRV | Jordan Thomas | 1948-03-05 | UHC-00688-86 | 8933660562 | 5317 Jefferson Ave, Sacramento, CA, 95895 | 0.96 | Name re-casedPlaceholder values cleared |
| PRV-20847 | PRV | Madison Rose | 1970-12-15 | UHC-87593-49 | 5759296150 | 8668 Desert Sky Blvd, Chandler, AZ, 85292 | 0.96 | Name re-casedPlaceholder values cleared |
| PRV-27639 | PRV | Emma Roberts | 1991-08-21 | UHC-03591-23 | 5354566351 | 5631 Mesa Dr, Fresno, CA, 93740 | 0.96 | Phone reformattedPlaceholder values cleared |
| PRV-26304 | PRV | Mariana Vasquez | 1979-07-23 | UHC-43094-42 | 5855961556 | 3090 Canyon Rd, Dallas, TX, 75208 | 0.96 | Phone reformattedPlaceholder values cleared |
| PRV-20037 | PRV | James Banks | 1963-11-24 | UHC-81378-63 | 5129607936 | 2639 Sunset Blvd, Houston, TX, 77060 | 0.96 | Phone reformattedPlaceholder values cleared |
| PRV-22420 | PRV | Priya Z Clark | 1940-07-26 | UHC-40047-74 | 7576815457 | — | 0.96 | Whitespace trimmedPlaceholder values cleared |
| PRV-27911 | PRV | Theresa E Washington | 1957-04-11 | UHC-57051-33 | — | 3875 Washington St, Scottsdale, AZ, 85265 | 0.96 | Name re-casedPlaceholder values cleared |
| PRV-21246 | PRV | Teresa George | 1971-06-02 | — | — | — | 0.96 | Whitespace trimmedPlaceholder values cleared |
| PRV-20262 | PRV | Hannah Burke | 2008-11-14 | UHC-00120-23 | — | 7092 Canyon Rd, Chandler, AZ, 85257 | 0.96 | Whitespace trimmedPlaceholder values cleared |
| PRV-26909 | PRV | Mei A Hoffman | 1938-05-02 | UHC-76616-84 | 6563458782 | 9428 Oak St, Plano, TX, 75031 | 0.96 | Phone reformattedPlaceholder values cleared |
| PRV-20355 | PRV | Christopher Montgomery | 2002-04-21 | — | 4687593474 | 3292 Apache Blvd, Tampa, FL, 33623 | 0.96 | Whitespace trimmedPlaceholder values cleared |
| PRV-28569 | PRV | Timothy Andrews | 2004-10-24 | UHC-21607-37 | 6295866091 | 8479 Market St, Gilbert, AZ, 85293 | 0.96 | Phone reformattedPlaceholder values cleared |
| PRV-26664 | PRV | Brittany Nguyen | 1987-11-25 | — | 2195887267 | 579 Harbor Blvd, Tucson, AZ, 85760 | 0.96 | Phone reformattedPlaceholder values cleared |
| PRV-24414 | PRV | Aamnda Carter | 2008-02-14 | UHC-73912-48 | — | 4036 Valley View Dr, Chandler, AZ, 85274 | 0.96 | Name re-casedPlaceholder values cleared |
| PRV-20937 | PRV | Gary Palmer | 1948-08-24 | UHC-85894-33 | 7318882464 | 342 Washington St, Eden Prairie, MN, 55395 | 0.96 | Name re-casedPhone reformatted |
| PRV-28435 | PRV | Hiroshi Herrera | 1978-01-23 | — | — | 4577 Union St, Plano, TX, 75018 | 0.96 | State code upper-casedPlaceholder values cleared |
| PRV-22147 | PRV | Bob Garrett | 1963-04-16 | — | — | 6221 Canyon Rd, Mesa, AZ, 85219 | 0.96 | Name re-casedPlaceholder values cleared |
| PRV-29461 | PRV | Melissa Gibson | 1946-03-15 | UHC-27893-59 | 9548196908 | 8469 Oak St, Columbus, OH, 43204 | 0.96 | Phone reformattedPlaceholder values cleared |
| PRV-28673 | PRV | Albert Richardson | 1959-07-23 | UHC-60875-14 | — | — | 0.96 | Whitespace trimmedPlaceholder values cleared |
| PRV-24100 | PRV | Eugene Rios | 2006-04-25 | — | — | 9216 Canyon Rd, Las Vegas, NV, 89193 | 0.96 | Whitespace trimmedPlaceholder values cleared |
| PRV-28010 | PRV | Theresa King | 1961-07-13 | UHC-01570-93 | — | 8709 Main St, Atlanta, GA, 30319 | 0.96 | Date of birth reformattedPlaceholder values cleared |
| PRV-27620 | PRV | Matthew Bowman | 1992-11-25 | — | 3075231472 | — | 0.96 | Name re-casedPlaceholder values cleared |
| PRV-24606 | PRV | Lri Foster | 1993-05-17 | UHC-94326-05 | 4796326521 | 8427 River Rd, Eden Prairie, MN, 55339 | 0.96 | Name re-casedPlaceholder values cleared |
| PRV-25093 | PRV | Austin Hayes | 1955-04-20 | UHC-88677-05 | 7272455654 | — | 0.96 | Phone reformattedWhitespace trimmed |
| PRV-25569 | PRV | Dylan Perry | 1991-11-12 | UHC-04699-13 | — | 1794 Cedar Ln, Denver, CO, 80244 | 0.96 | Name re-casedPlaceholder values cleared |
| PRV-24649 | PRV | Ahmed Meyer | 1981-10-19 | UHC-94500-92 | 2555211062 | 5017 Canyon Rd, Miami, FL, 33130 | 0.96 | Whitespace trimmedPlaceholder values cleared |
| PRV-27845 | PRV | Elizabeth Rodriguez | 1963-12-06 | — | 2787150921 | 7374 Sage Ct, Tampa, FL, 33602 | 0.96 | Phone reformattedPlaceholder values cleared |
| PRV-23429 | PRV | Keith Mills | 1969-12-07 | UHC-47029-94 | 8646607825 | 278 Hillcrest Rd, Seattle, WA, 98106 | 0.96 | Whitespace trimmedPlaceholder values cleared |
| PRV-25922 | PRV | Gregory Wagner | 1968-04-22 | — | 9892776402 | 3175 Mesa Dr, Scottsdale, AZ, 85228 | 0.96 | Phone reformattedPlaceholder values cleared |
| PRV-29423 | PRV | Bryan Vargas | 1991-01-19 | UHC-24573-21 | 4569016596 | 6311 Sunset Blvd, Las Vegas, NV, 89101 | 0.96 | City re-casedPlaceholder values cleared |
| PRV-23324 | PRV | Kenneth Santos | 1944-04-09 | — | 5226564984 | — | 0.96 | Phone reformattedPlaceholder values cleared |
| PRV-28451 | PRV | Elizabeth Champan | 1957-10-14 | — | 3333474545 | — | 0.96 | Phone reformattedPlaceholder values cleared |
| PRV-23184 | PRV | Gloria Gordon | 1952-09-04 | — | 3825752341 | — | 0.96 | Whitespace trimmedPlaceholder values cleared |
| PRV-27733 | PRV | Charles M Hoffman | 1958-06-21 | UHC-08773-02 | 2152540032 | — | 0.96 | Phone reformattedPlaceholder values cleared |
| PRV-28078 | PRV | Sofia L Mitchell | 1969-05-08 | UHC-25956-67 | — | 1194 Ridge Rd, Miami, FL, 33130 | 0.96 | Whitespace trimmedPlaceholder values cleared |
| PRV-24426 | PRV | Cheryl Henderson | 1993-07-27 | UHC-31875-96 | 8965456508 | — | 0.96 | Member ID reformattedPlaceholder values cleared |
| PRV-20302 | PRV | Joseph Lucas | 1997-08-08 | UHC-25670-12 | 2542346012 | — | 0.96 | Name re-casedPlaceholder values cleared |
| PRV-21569 | PRV | Diego Bradley | 1981-06-15 | — | 9405948889 | — | 0.96 | Phone reformattedPlaceholder values cleared |
| PRV-21513 | PRV | Logan Rivera | 1989-06-13 | UHC-64260-62 | 9575564909 | 7090 Maple Ave, Mesa, AZ, 85237 | 0.96 | Phone reformattedPlaceholder values cleared |
| PRV-22739 | PRV | Anthony Fisher | 1938-01-15 | — | — | 264 River Rd, Orlando, FL, 32812 | 0.96 | Email lower-casedPlaceholder values cleared |
| PRV-20593 | PRV | Natalie H Morgan | 1939-06-07 | UHC-30565-43 | 2799938126 | 902 Broadway, Tucson, AZ, 85721 | 0.96 | Name re-casedPlaceholder values cleared |
| PRV-26777 | PRV | Jennifer Burton | 1969-06-02 | UHC-57790-33 | 9013974607 | — | 0.96 | Whitespace trimmedPlaceholder values cleared |
| PRV-20259 | PRV | Alexis Y Carlson | 1947-08-07 | UHC-56124-47 | — | — | 0.96 | Name re-casedPlaceholder values cleared |
| PRV-21208 | PRV | Benjamin Richardson | 1958-04-17 | — | 5606446879 | 6480 Indian School Rd, Dallas, TX, 75277 | 0.96 | Phone reformattedPlaceholder values cleared |
| PRV-27570 | PRV | Kathleen Day | 1966-11-21 | UHC-04206-33 | 4146753098 | 3932 Meadow Ln, Tampa, FL, 33660 | 0.96 | Name re-casedPlaceholder values cleared |
| PRV-27571 | PRV | Kathleen Day | 1966-11-21 | UHC-04206-33 | 4146753098 | 3932 Meadow Ln, Tampa, FL, 33660 | 0.96 | Name re-casedPlaceholder values cleared |
| PRV-23498 | PRV | Roy Bowman | 1952-07-07 | UHC-76053-45 | — | 1638 Pine Dr, Eden Prairie, MN, 55364 | 0.96 | Name re-casedPlaceholder values cleared |
| PRV-21231 | PRV | Madison L Armstrong | 1973-10-11 | UHC-95183-75 | 9595884632 | 6205 Grand Ave, Plano, TX, 75071 | 0.96 | Whitespace trimmedPlaceholder values cleared |
| PRV-25752 | PRV | Gloria Stone | 1945-12-08 | UHC-35804-59 | 4897976147 | 2470 Indian School Rd, Fresno, CA, 93724 | 0.96 | Name re-casedPlaceholder values cleared |
| PRV-26116 | PRV | Amanda H West | 1947-03-04 | UHC-50165-58 | 8689155554 | 2156 Apache Blvd, Las Vegas, NV, 89197 | 0.96 | Phone reformattedPlaceholder values cleared |