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-23690 | PRV | Christina Larson | 1955-07-09 | UHC-90485-90 | 4489671935 | 2725 Mountain View Dr, Tampa, FL, 33668 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-23243 | PRV | Rebecca Wagner | 2004-11-21 | — | — | 451 Mountain View Dr, Mesa, AZ, 85270 | 0.76 | Date of birth reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-23740 | PRV | Nicholas Price | 1942-09-03 | UHC-89676-44 | 8266868530 | 5158 Baseline Rd, Fresno, CA, 93794 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+2 more |
| PRV-22447 | PRV | Alexander Gutierrez | 1969-08-03 | UHC-03255-02 | 6562687280 | 3809 Oak St, Sacramento, CA, 95811 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedState code upper-cased+2 more |
| PRV-26143 | PRV | Pamela Brown | 2003-11-10 | — | — | 6660 Maple Ave, Orlando, FL, 32806 | 0.76 | Name re-casedStreet suffix standardisedAddress re-casedEmail lower-cased+2 more |
| PRV-26231 | PRV | Alexis Bwman | 2006-05-09 | UHC-55664-07 | 7442202071 | 4239 Ridge Rd, Chandler, AZ, 85258 | 0.76 | Date of birth reformattedPhone reformattedMember ID reformattedStreet suffix standardised+2 more |
| PRV-28831 | PRV | Zachary U Blacck | 2008-07-06 | UHC-26635-36 | 7755495429 | 7325 Oak St, Orlando, FL, 32820 | 0.76 | Name re-casedPhone reformattedCity re-casedZIP+4 trimmed+2 more |
| PRV-26303 | PRV | Theresa Pena | 2007-12-11 | — | 5299378500 | 3868 Sunset Blvd # 377, Tempe, AZ, 85271 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedUnit split from street+2 more |
| PRV-23190 | PRV | Olivia Ramirez | 2002-09-06 | — | 9178149036 | 3487 Oak St, Austin, TX, 78763 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-22593 | PRV | Patricia O Gomez | 1940-10-24 | — | — | 3964 Highland Ave, Scottsdale, AZ, 85299 | 0.76 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-20962 | PRV | Albert Diaz | 1958-10-18 | UHC-79011-24 | 2417094758 | 4675 Mountain View Dr, San Diego, CA, 92173 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-26298 | PRV | Alexis Hill | 1952-02-12 | — | 6143904329 | 4089 River Rd, Tucson, AZ, 85788 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+2 more |
| PRV-21175 | PRV | Richard Matthews | 1958-07-27 | — | 8945794523 | 276 Ridge Rd, Orlando, FL, 32857 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-21176 | PRV | Richard Matthews | 1958-07-27 | — | 8945794523 | 276 Ridge Rd, Orlando, FL, 32857 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-24413 | PRV | Cynthia W Sanders | 1982-11-05 | UHC-47513-40 | 9096173880 | 3725 Central Ave, Tempe, AZ, 85213 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-24769 | PRV | Donald Matthews | 1995-02-05 | UHC-95205-05 | 7294850231 | 1183 Grand Ave, Eden Prairie, MN, 55352 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+2 more |
| PRV-29308 | PRV | Ruth Hudson | 1966-02-12 | — | 7039478015 | 6660 Market St, Eden Prairie, MN, 55384 | 0.76 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-24942 | PRV | Melissa S Holmes | 1950-12-25 | UHC-70244-48 | 5407880357 | 7566 Spring St, San Antonio, TX, 78203 | 0.76 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-24939 | PRV | Matthew Cruz | 1944-06-17 | UHC-91463-54 | 2134225293 | 7979 Pine Dr, Eden Prairie, MN, 55374 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-29407 | PRV | Kelly I Gutierrez | 1990-10-16 | UHC-76846-41 | 8907917505 | 6693 Maple Ave, Las Vegas, NV, 89123 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-28963 | PRV | Edwerd Hicks | 1989-04-06 | UHC-50339-17 | 6545484363 | 3192 Mesa Dr, Columbus, OH, 43209 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-25554 | PRV | Brittany Hill | 2008-08-16 | — | 4839580570 | 9432 Elm St, Orlando, FL, 32875 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-22987 | PRV | Keith Torres | 1955-12-22 | — | — | 8102 Main St, Houston, TX, 77018 | 0.76 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-25482 | PRV | Sara Sanders | 1984-10-03 | — | 3823178732 | 2217 Grand Ave, Austin, TX, 78701 | 0.76 | Name re-casedTwo-digit birth yearPhone reformattedState code upper-cased+2 more |
| PRV-21933 | PRV | Rachel R Rivera | 1971-02-24 | UHC-18995-25 | — | 5236 Oak St, Charlotte, NC, 28272 | 0.76 | Name re-casedStreet suffix standardisedAddress re-casedState code upper-cased+2 more |
| PRV-24342 | PRV | John K Lynch | 1985-12-18 | UHC-71698-36 | 4619606705 | 4927 Ocean Ave, Charlotte, NC, 28289 | 0.76 | Name re-casedMember ID reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-20372 | PRV | Joe Crawfford | 1977-07-08 | — | 7218865740 | 1032 Sunset Blvd, Denver, CO, 80218 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-20358 | PRV | Rebecca Y Garza | 1976-06-04 | UHC-50074-12 | — | — | 0.76 | Middle initial moved out of first nameName re-casedDate of birth reformattedMember ID reformatted+2 more |
| PRV-24365 | PRV | Logan Lawson | 1941-11-21 | UHC-25158-41 | 6088774393 | 3174 Lincoln Way, Jacksonville, FL, 32204 | 0.76 | Phone reformattedMember ID reformattedCity re-casedGender normalised+2 more |
| PRV-24950 | PRV | Lisa I Yang | 1963-12-18 | — | 2722567161 | 6761 Oak St, Scottsdale, AZ, 85229 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+2 more |
| PRV-25609 | PRV | Kyle Bryant | 1976-09-16 | UHC-45658-55 | 5824359988 | 3140 Ocean Ave, Nashville, TN, 37281 | 0.76 | Phone reformattedMember ID reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-23078 | PRV | Scot M Marquez | 2003-11-17 | UHC-37992-31 | 4824189535 | 2286 Ocean Ave, Gilbert, AZ, 85251 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-20400 | PRV | Sara Y Bryant | 2008-07-23 | UHC-95119-03 | 8907536979 | 2128 Maple Ave, Jacksonville, FL, 32211 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-21155 | PRV | Jeremy Richards | 1990-07-11 | UHC-44276-58 | 5412552374 | 9885 Union St, Atlanta, GA, 30394 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+2 more |
| PRV-29121 | PRV | Elliott Alexis | 1965-02-04 | — | 9008745288 | 9576 Cedar Ln, Atlanta, GA, 30344 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-26732 | PRV | Brenda W Simmons | 1969-10-10 | UHC-69449-60 | 9604581012 | 2504 Hillcrest Rd, San Diego, CA, 92181 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+2 more |
| PRV-27546 | PRV | Billy N Phillips | 1952-12-19 | UHC-39529-34 | 7817348393 | 1219 Desert Sky Blvd, Charlotte, NC, 28222 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-28904 | PRV | Valentina T Guerrero | 1977-09-18 | UHC-71193-02 | 5686668856 | 7765 Grand Ave, Columbus, OH, 43232 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-27651 | PRV | Ethan Sancehz | 1971-12-04 | — | 5623279904 | 1217 Oak St, San Antonio, TX, 78252 | 0.76 | Phone reformattedState code upper-casedEmail lower-casedGender normalised+2 more |
| PRV-27548 | PRV | Sharon Hicks | 1955-02-11 | — | 7097445554 | 6437 Spring St, Scottsdale, AZ, 85280 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-21910 | PRV | Carlos L Gordon | 1983-04-28 | UHC-62783-16 | 5745155263 | 5917 Maple Ave, Plano, TX, 75040 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+2 more |
| PRV-26475 | PRV | Jennifer Jensn | 2001-10-28 | UHC-53962-93 | 2922800161 | 512 Main St, Houston, TX, 77030 | 0.76 | Date of birth reformattedPhone reformattedMember ID reformattedStreet suffix standardised+2 more |
| PRV-26376 | PRV | Shirley Yang | 1953-08-08 | UHC-48664-66 | 7602056421 | 699 Baseline Rd, Atlanta, GA, 30395 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedState name converted to code+2 more |
| PRV-20058 | PRV | Carl Mendez | 1990-10-19 | UHC-48311-13 | 9742588526 | 5168 Palm Dr, Seattle, WA, 98199 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+2 more |
| PRV-28967 | PRV | Julie Miller | 1955-10-16 | — | 3925727898 | 52 Harbor Blvd, Atlanta, GA, 30385 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-22932 | PRV | Gary U Rodriguez | 1952-11-10 | UHC-65603-12 | 6667442602 | 1707 Mesa Dr, Chandler, AZ, 85288 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-28571 | PRV | Ashley Walllace | 1961-07-08 | — | 8478064359 | 2406 Church St, Tucson, AZ, 85772 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-21922 | PRV | Katherine Stevens | 1952-12-20 | UHC-93932-26 | 4288755375 | 7115 Apache Blvd, Jacksonville, FL, 32255 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedState name converted to code+2 more |
| PRV-28302 | PRV | Jerry Perkins | 1988-01-07 | UHC-63351-43 | 8097555262 | 9878 Desert Sky Blvd, Atlanta, GA, 30380 | 0.76 | Name re-casedPhone reformattedSSN last four extractedCity re-cased+2 more |
| PRV-25079 | PRV | Valentina Wood | 1989-02-20 | UHC-77504-30 | 8498752268 | 464 Oak St, Gilbert, AZ, 85297 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |