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-27296 | PRV | Elizabeth Meyer | 1961-06-14 | — | — | — | 0.94 | Date of birth reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-27508 | PRV | Emily Schultz | 1998-07-07 | — | 9193993464 | 2386 Apache Blvd, Sacramento, CA, 95829 | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-25579 | PRV | Cheryl Silva | 1960-05-07 | — | 3079752556 | 7117 Central Ave, Gilbert, AZ, 85287 | 0.94 | Name re-casedWhitespace trimmedPlaceholder values cleared |
| PRV-24845 | PRV | Arthur T Wagner | 1954-06-18 | UHC-89496-41 | — | 6277 Spring St, Tempe, AZ, 85224 | 0.94 | Date of birth reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-20073 | PRV | Angela M Bryant | 1938-04-06 | UHC-22165-57 | — | 9768 Spring St, Mesa, AZ, 85236 | 0.94 | City re-casedWhitespace trimmedPlaceholder values cleared |
| PRV-20753 | PRV | Nicholas C Dominguez | 1943-05-08 | UHC-92617-68 | 9727333142 | 6743 Baseline Rd, Houston, TX, 77071 | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-29584 | PRV | Dorothy Murray | 1977-09-16 | UHC-85837-03 | — | 3760 Union St, Miami, FL, 33195 | 0.94 | Name re-casedWhitespace trimmedPlaceholder values cleared |
| PRV-25184 | PRV | Deny Parker | 1972-05-03 | UHC-00717-49 | 5053450910 | — | 0.94 | Name re-casedPhone reformattedPlaceholder values cleared |
| PRV-24513 | PRV | Brittany Kelley | 1943-09-13 | UHC-07098-28 | 3189762810 | 9482 Meadow Ln, Dallas, TX, 75224 | 0.94 | Name re-casedWhitespace trimmedPlaceholder values cleared |
| PRV-23594 | PRV | Angela Kelley | 1985-11-01 | — | 7664838188 | 7831 Sage Ct, Seattle, WA, 98159 | 0.94 | Phone reformattedCity re-casedPlaceholder values cleared |
| PRV-24417 | PRV | Carolyn J Bennett | 1962-07-28 | — | 3394322127 | 4016 Baseline Rd, Jacksonville, FL, 32221 | 0.94 | Name re-casedPhone reformattedPlaceholder values cleared |
| PRV-22098 | PRV | Jeffrey Roberts | 1942-04-13 | — | 9694663181 | 2278 Hillcrest Rd, Gilbert, AZ, 85274 | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-27779 | PRV | Jessica Sims | 2004-08-08 | UHC-47302-21 | 8963773056 | — | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-27252 | PRV | Kayla Willis | 1994-12-20 | — | — | 6807 Highland Ave, Scottsdale, AZ, 85241 | 0.94 | Date of birth reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-25948 | PRV | Madison B Henderson | 1985-12-16 | UHC-63607-78 | 5004203551 | 2197 Highland Ave, San Diego, CA, 92140 | 0.94 | Phone reformattedCity re-casedEmail lower-cased |
| PRV-21774 | PRV | Dorothy Olson | 1969-01-05 | — | 2069832084 | 6538 Forest Ave, San Antonio, TX, 78248 | 0.94 | Name re-casedCity re-casedPlaceholder values cleared |
| PRV-21270 | PRV | Charlotte Day | 1981-10-02 | UHC-46549-70 | — | 948 Valley View Dr, Glendale, AZ, 85303 | 0.94 | Name re-casedWhitespace trimmedPlaceholder values cleared |
| PRV-28149 | PRV | Ann Dean | 1959-06-13 | — | 2579466641 | 22 Spring St, Chandler, AZ, 85257 | 0.94 | Name re-casedPhone reformattedPlaceholder values cleared |
| PRV-24562 | PRV | Elizzabeth Ruiz | 1971-02-03 | — | 2312135623 | — | 0.94 | Date of birth reformattedPhone reformattedPlaceholder values cleared |
| PRV-29152 | PRV | Joshua Guerrero | 1963-09-04 | UHC-94844-47 | 6243763251 | 7674 Baseline Rd, Dallas, TX, 75246 | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-23165 | PRV | Maria Vazquez | 1980-02-04 | UHC-27606-48 | 2478364773 | 8005 Mountain View Dr, Plano, TX, 75021 | 0.94 | Name re-casedPhone reformattedPlaceholder values cleared |
| PRV-21923 | PRV | Jemes Gordon | 1988-04-11 | — | 2224010374 | 9822 Highland Ave, Tempe, AZ, 85243 | 0.94 | Name re-casedPhone reformattedPlaceholder values cleared |
| PRV-27222 | PRV | Noah Dixon | 1968-05-24 | — | 5267817748 | — | 0.94 | Phone reformattedEmail lower-casedPlaceholder values cleared |
| PRV-24687 | PRV | Austin Simmos | 1962-05-06 | UHC-84270-59 | 3022741832 | — | 0.94 | Phone reformattedMember ID reformattedPlaceholder values cleared |
| PRV-25738 | PRV | Patrick Valdez | 2004-08-20 | — | 5963246416 | — | 0.94 | Name re-casedPhone reformattedPlaceholder values cleared |
| PRV-29372 | PRV | Kevin Hughes | 1944-07-02 | — | 2064037357 | — | 0.94 | Date of birth reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-23406 | PRV | Jordan Perkins | 1951-03-03 | UHC-84504-72 | 9474822634 | — | 0.94 | Name re-casedDate of birth reformattedPlaceholder values cleared |
| PRV-26856 | PRV | Jessica Baker | 1977-11-26 | UHC-47501-58 | 4324965121 | 9664 Willow Ct, Nashville, TN, 37259 | 0.94 | Phone reformattedPlan code upper-casedPlaceholder values cleared |
| PRV-23694 | PRV | Ryan Collins | 1983-09-18 | — | 5436526991 | — | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-28722 | PRV | Brenda Bennett | 1963-03-11 | — | — | 6951 Sunset Blvd, San Diego, CA, 92121 | 0.94 | City re-casedWhitespace trimmedPlaceholder values cleared |
| PRV-29253 | PRV | James Porter | 1948-06-18 | UHC-83196-09 | — | 7495 Ocean Ave, Tempe, AZ, 85253 | 0.94 | Date of birth reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-24527 | PRV | Isabella Harrison | 1979-10-28 | — | — | 4121 River Rd, Columbus, OH, 43234 | 0.94 | Name re-casedWhitespace trimmedPlaceholder values cleared |
| PRV-24188 | PRV | Christopher Boyd | 1972-04-20 | — | — | 7489 Ridge Rd, Denver, CO, 80263 | 0.94 | Name re-casedWhitespace trimmedPlaceholder values cleared |
| PRV-20613 | PRV | Mateo D Olson | 1957-06-04 | UHC-93325-81 | 8942216360 | 7391 Broadway, Mesa, AZ, 85251 | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-26359 | PRV | Keith Stewart | 1996-08-13 | UHC-20256-95 | 7415208412 | — | 0.94 | Name re-casedWhitespace trimmedPlaceholder values cleared |
| PRV-29525 | PRV | Eugene B Martinez | 1992-01-17 | — | — | 5914 Canyon Rd, Austin, TX, 78740 | 0.94 | Name re-casedWhitespace trimmedPlaceholder values cleared |
| PRV-26946 | PRV | Laura Vega | 1993-04-18 | UHC-91483-51 | 2867308406 | 7141 Palm Dr, Atlanta, GA, 30345 | 0.94 | Date of birth reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-28392 | PRV | George Johnston | 1951-05-21 | — | 6557128585 | 962 Park Pl, Tempe, AZ, 85205 | 0.94 | Date of birth reformattedPhone reformattedPlaceholder values cleared |
| PRV-24731 | PRV | Jazon Thompson | 1949-08-01 | UHC-34426-37 | 9385057920 | 1522 Market St, Las Vegas, NV, 89126 | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-21971 | PRV | Karen Brown | 1946-06-08 | — | 5445587670 | 1462 River Rd, Tucson, AZ, 85765 | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-25344 | PRV | Larry Black | 2002-04-26 | — | 2269049011 | — | 0.94 | Name re-casedWhitespace trimmedPlaceholder values cleared |
| PRV-26335 | PRV | Frank Thompson | 1982-09-06 | — | 5313184719 | 5660 Valley View Dr, Fresno, CA, 93730 | 0.94 | Phone reformattedCity re-casedPlaceholder values cleared |
| PRV-21996 | PRV | Dinaa James | 1952-05-22 | — | — | 3640 Sage Ct, Glendale, AZ, 85358 | 0.94 | State code upper-casedWhitespace trimmedPlaceholder values cleared |
| PRV-23762 | PRV | Katherine Dixon | 1989-07-28 | — | 5007103246 | 9088 Union St, San Diego, CA, 92189 | 0.94 | Phone reformattedCity re-casedPlaceholder values cleared |
| PRV-26182 | PRV | Elijah Phillpis | 1996-11-21 | — | 9525091543 | — | 0.94 | Name re-casedPhone reformattedPlaceholder values cleared |
| PRV-22676 | PRV | Juan Mason | 1991-06-04 | — | — | 415 Ocean Ave, Eden Prairie, MN, 55352 | 0.94 | Email lower-casedWhitespace trimmedPlaceholder values cleared |
| PRV-27427 | PRV | Douglas M Ford | 1943-10-27 | UHC-73862-03 | 9556722086 | — | 0.94 | Name re-casedPhone reformattedPlaceholder values cleared |
| PRV-28011 | PRV | Christine Valdez | 1960-02-08 | — | 8623587484 | 6762 Sunset Blvd, Sacramento, CA, 95853 | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-25517 | PRV | Henry C Salazar | 1988-12-11 | — | — | — | 0.94 | Date of birth reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-29324 | PRV | Victoria Singh | 1941-04-18 | UHC-82237-08 | 4874165697 | 3955 Grand Ave, Chandler, AZ, 85255 | 0.94 | Name re-casedDate of birth reformattedPlaceholder values cleared |