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-20893 | PRV | Diana F Reid | 2000-02-01 | — | 8558669315 | 9358 Desert Sky Blvd, Sacramento, CA, 95844 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-26321 | PRV | Keith Schultz | 1940-01-23 | UHC-59799-84 | — | 3791 Sunset Blvd, Seattle, WA, 98127 | 0.76 | Name re-casedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-29014 | PRV | Sandra Brooks | 1987-02-20 | — | 6879165579 | 1171 Oak St, Seattle, WA, 98128 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-22355 | PRV | Jess Ryvera | 2006-11-22 | UHC-07697-36 | 3596923588 | 207 Canyon Rd, Miami, FL, 33103 | 0.76 | Name re-casedPhone reformattedGender normalisedPlan code upper-cased+2 more |
| PRV-23491 | PRV | Roger P Gilbert | 1941-04-18 | — | 6597618400 | 7000 Desert Sky Blvd, Tampa, FL, 33684 | 0.76 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-28373 | PRV | Alice W Montgomery | 1987-10-21 | — | 7686079473 | 4933 Spring St, Columbus, OH, 43204 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-26855 | PRV | Keith Griffin | 1979-04-15 | — | 5088426049 | 9173 Lake View Rd, Tucson, AZ | 0.76 | Name re-casedDate of birth reformattedPhone reformattedZIP missing+2 more |
| PRV-20580 | PRV | Eevlyn Lee | 2007-02-22 | UHC-62339-83 | 7013384967 | 7247 River Rd, Nashville, TN, 37293 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-24243 | PRV | Yuki Fowler | 1985-08-17 | UHC-97221-33 | 8582384505 | 6317 Apache Blvd, Scottsdale, AZ, 85203 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-24376 | PRV | Donna Austin | 1956-02-08 | — | 7603592571 | 3198 Maple Ave, Fresno, CA, 93784 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-25481 | PRV | Diana Flures | 1990-07-19 | — | — | 7000 Desert Sky Blvd, Nashville, TN, 37234 | 0.76 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-27674 | PRV | Sarah Li | 1946-03-24 | — | 7365121624 | 4849 Mesa Dr, Chandler, AZ, 85232 | 0.76 | Date of birth reformattedStreet suffix standardisedAddress re-casedState code upper-cased+2 more |
| PRV-24882 | PRV | Lisa Lewis | 1951-03-27 | UHC-05664-71 | 3463681261 | 2672 Park Pl, Jacksonville, FL, 32202 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-26319 | PRV | Denise R Wang | 2005-07-13 | UHC-08918-74 | 9452834407 | 1095 Bayshore Dr, Sacramento, CA, 95863 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-22555 | PRV | Cheryl Rios | 1947-10-04 | UHC-04103-47 | 7477868492 | 6678 Mountain View Dr, Columbus, OH, 43272 | 0.76 | Phone reformattedMember ID reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-20060 | PRV | Russell D Matthews | 1998-06-27 | UHC-74421-81 | 3015054031 | 2003 Baseline Rd, Chandler, AZ, 85293 | 0.76 | Member ID reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-29023 | PRV | Matthew Cox | 1952-01-15 | UHC-62478-86 | 8509834923 | 6971 Park Pl, Atlanta, GA, 30377 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-29200 | PRV | Anna E Weaver | 1965-12-26 | UHC-31781-97 | 6639282869 | 400 Forest Ave, Scottsdale, AZ, 85221 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-24399 | PRV | Josh U Bowman | 1972-02-10 | — | 5648005827 | 6523 Jefferson Ave, Charlotte, NC, 28261 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-23975 | PRV | Alan Bennett | 1985-09-11 | — | 6326601015 | 2470 Lake View Rd, Charlotte, NC, 28209 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-21708 | PRV | Madison Foster | 1955-03-28 | UHC-63068-07 | 6799727683 | 8828 Spring St, Atlanta, GA, 30393 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+2 more |
| PRV-26190 | PRV | Donna Woods | 1993-02-11 | — | 3496141350 | 4147 Cedar Ln, Miami, FL, 33143 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedState code upper-cased+2 more |
| PRV-21344 | PRV | Sandra Stone | 1951-02-12 | — | 7706331421 | 8768 Church St, San Diego, CA, 92150 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+2 more |
| PRV-20191 | PRV | Janet Hart | 1942-01-26 | UHC-01803-67 | — | 9204 Grand Ave, Tucson, AZ, 85701 | 0.76 | Name re-casedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-21588 | PRV | Jessica S Alexander | 1973-06-17 | — | 5955116045 | 5403 Jefferson Ave, Phoenix, AZ, 85034 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedState name converted to code+2 more |
| PRV-29132 | PRV | Roger Rice | 1952-04-07 | — | 7835099873 | — | 0.76 | Name re-casedDate of birth reformattedPhone reformattedGender normalised+2 more |
| PRV-27823 | PRV | Ralph Armstrong | 1957-02-11 | — | 8344856892 | 7059 Desert Sky Blvd, Glendale, AZ, 85367 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-28792 | PRV | Virginia A Santiago | 1992-03-13 | UHC-36147-93 | 2234022365 | 4239 Spring St, Scottsdale, AZ, 85275 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+2 more |
| PRV-26262 | PRV | Lawrence Shaw | 1968-10-26 | — | 2686453729 | 1500 Baseline Rd, Houston, TX, 77023 | 0.76 | Name re-casedPhone reformattedCity re-casedZIP+4 trimmed+2 more |
| PRV-24286 | PRV | Adam Williamson | 1963-11-25 | UHC-76610-04 | 7692932674 | 4862 Washington St, Scottsdale, AZ, 85244 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+2 more |
| PRV-21837 | PRV | Janice Ellis | 1972-04-17 | — | 2313540359 | 8233 Valley View Dr, Seattle, WA, 98153 | 0.76 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-20102 | PRV | Gloria U Woods | 1998-09-16 | UHC-12398-94 | 6929728201 | 6142 Jefferson Ave, San Antonio, TX, 78246 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-28655 | PRV | Julia Luna | 1971-02-15 | — | 4034715948 | 8584 Main St, Tampa, FL, 33678 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedGender normalised+2 more |
| PRV-24221 | PRV | Joan Hunter | 1950-10-22 | — | 4886818551 | 7944 Washington St, Seattle, WA, 98159 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-22090 | PRV | Hannah Q Tucker | 1957-11-08 | UHC-11072-98 | 7217963172 | 7083 Market St, San Diego, CA, 92120 | 0.76 | Date of birth reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-29561 | PRV | Mason Ward | 1993-02-17 | — | 3827208216 | 2679 Camelback Rd, Jacksonville, FL, 32212 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-20550 | PRV | Lori Jenkins | 1942-03-08 | UHC-04155-85 | 6364362211 | 6063 Market St, Nashville, TN, 37280 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedEmail lower-cased+2 more |
| PRV-24292 | PRV | Grace Sandoval | 1994-07-17 | UHC-09986-75 | 6049814588 | 3704 Canyon Rd, Glendale, AZ, 85331 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-22431 | PRV | Vincent V Wood | 1955-11-02 | — | 5997044390 | 3500 Camelback Rd, San Diego, CA, 92162 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-22870 | PRV | Emma Pena | 1947-04-06 | — | 4212570652 | 8350 Oak St, Columbus, OH, 43242 | 0.76 | Name re-casedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-27286 | PRV | Gregory Nguyen | 1999-06-16 | — | 2563169300 | 8469 Camelback Rd, Mesa, AZ, 85267 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-24155 | PRV | Brian I Olson | 1998-12-23 | — | 5364276399 | 8779 Bayshore Dr, Jacksonville, FL, 32216 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+2 more |
| PRV-26264 | PRV | Amanda Hall | 2005-05-01 | — | 4782432432 | 9017 Church St, Mesa, AZ, 85215 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-23655 | PRV | Kathy Q Wright | 1949-05-25 | UHC-81490-13 | 2852379084 | 4168 Oak St, Fresno, CA, 93768 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-23124 | PRV | Samanta Santos | 1946-10-22 | UHC-62857-33 | 3303238374 | 9217 Market St, Miami, FL, 33125 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+2 more |
| PRV-27184 | PRV | Helen Fernandez | 1942-06-16 | UHC-17523-60 | 9188964154 | 5023 Grand Ave, Atlanta, GA, 30344 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-23098 | PRV | Keith Olson | 2006-03-05 | — | 9494048924 | 500 Highland Ave, Sacramento, CA, 95828 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedState code upper-cased+2 more |
| PRV-24686 | PRV | Sara Little | 1981-10-12 | — | 7209361742 | 5850 Jefferson Ave, Plano, TX, 75086 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedState code upper-cased+2 more |
| PRV-22941 | PRV | Thmas Reid | 1998-06-09 | UHC-15942-46 | 8642650053 | 5700 Broadway, Jacksonville, FL, 32274 | 0.76 | Name re-casedDate of birth reformattedAddress re-casedState name converted to code+2 more |
| PRV-24846 | PRV | Gerald Ellis | 1986-06-11 | UHC-73134-35 | 4103588512 | 589 Mountain View Dr, Tempe, AZ, 85252 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |