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-25405 | PRV | Elijah Stephens | 2002-10-04 | UHC-28699-80 | 8846488345 | 7755 Ridge Rd, Jacksonville, FL, 32240 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| PRV-20896 | PRV | Jeffrey Cook | 1991-07-02 | — | 8514915274 | 7021 Baseline Rd, Scottsdale, AZ, 85215 | 0.74 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-20394 | PRV | Patricia Walsh | 1973-03-07 | UHC-68799-69 | 9495386870 | 882 Highland Ave, Scottsdale, AZ, 85241 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| PRV-24879 | PRV | Jonathan Mason | 1958-03-06 | UHC-16686-90 | 2557387009 | 8561 Mesa Dr, Minneapolis, MN, 55467 | 0.74 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-24674 | PRV | Raandy G Griffin | 1940-09-26 | UHC-66717-41 | 8902132132 | 3473 Pine Dr, Seattle, WA, 98129 | 0.74 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-20346 | PRV | Martha H Soto | 1959-07-25 | UHC-33703-56 | — | 6617 Willow Ct, San Antonio, TX, 78233 | 0.74 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-21920 | PRV | Timothy Ortiz | 2004-11-19 | UHC-17817-46 | 3903141097 | 3613 Bayshore Dr, Nashville, TN, 37264 | 0.74 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-23396 | PRV | Teresa Knight | 1969-10-26 | UHC-05402-97 | 6985405208 | 9898 Apache Blvd, Mesa, AZ, 85208 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| PRV-27709 | PRV | Ann U Bailey | 2005-01-06 | — | 8347556210 | 6633 Oak St, Chandler, AZ, 85210 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedEmail lower-cased+3 more |
| PRV-20612 | PRV | Thomas Johnston | 1982-01-26 | — | 9517046677 | 2797 Market St, Scottsdale, AZ, 85273 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| PRV-23765 | PRV | Benjamin Chen | 1976-09-15 | UHC-26104-20 | 6567646035 | 1923 River Rd, Seattle, WA, 98142 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| PRV-28167 | PRV | Walter Flores | 1991-01-19 | UHC-34847-72 | 4493485271 | 1997 Lake View Rd, Seattle, WA, 98102 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| PRV-21683 | PRV | Emma Fernandez | 1989-02-15 | UHC-03907-18 | 6939661786 | 5873 Bayshore Dr, Phoenix, AZ, 85030 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedMember ID reformatted+3 more |
| PRV-25610 | PRV | Arthur Lynch | 1952-04-03 | UHC-12744-38 | 7344111029 | 3939 Grand Ave, Charlotte, NC, 28219 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| PRV-25611 | PRV | Arthur Lynch | 1952-04-03 | UHC-12744-38 | 7344111029 | 3939 Grand Ave, Charlotte, NC, 28219 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| PRV-24030 | PRV | Barrbara Stephens | 2008-08-03 | — | 7179503033 | 315 Grand Ave, Chandler, AZ, 85248 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| PRV-22730 | PRV | Ann Obrien | 1945-12-04 | UHC-24913-62 | 5495205977 | 4966 Central Ave # 377, Gilbert, AZ, 85228 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedUnit split from street+3 more |
| PRV-22232 | PRV | Lura H Gonzales | 1955-03-11 | UHC-58273-59 | 3362313576 | 2608 Washington St, Fresno, CA, 93729 | 0.74 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-24326 | PRV | Nancy Lynch | 1968-04-17 | UHC-28387-21 | 6423217506 | 6292 Ocean Ave, Glendale, AZ, 85348 | 0.74 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+3 more |
| PRV-28878 | PRV | Bian Burke | 2003-06-24 | UHC-91013-14 | 9425866095 | 4636 Union St, Fresno, CA, 93767 | 0.74 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-22061 | PRV | Joshua F Vargas | 1993-10-08 | — | 5754264149 | 5441 Cedar Ln, Houston, TX, 77014 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| PRV-22822 | PRV | Alan Ramos | 1971-09-24 | — | — | 34 Washington St, Seattle, WA, 98132 | 0.74 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-28500 | PRV | Grace Y Palmer | 2008-06-23 | — | 8377457100 | 6124 Hillcrest Rd, Tempe, AZ, 85253 | 0.74 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-25938 | PRV | Ashley Garrett | 1975-10-05 | — | 6482839997 | 5074 Sage Ct, Phoenix, AZ, 85000 | 0.74 | Date of birth reformattedStreet suffix standardisedAddress re-casedCity re-cased+3 more |
| PRV-28334 | PRV | Zachary Willis | 2006-07-10 | — | 7058569267 | 1522 Desert Sky Blvd, Miami, FL, 33113 | 0.74 | Phone reformattedStreet suffix standardisedAddress re-casedState code upper-cased+3 more |
| PRV-27039 | PRV | Anna Carpenter | 1976-07-20 | — | 2977720124 | 7255 Ridge Rd, Phoenix, AZ, 85098 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedState name converted to code+3 more |
| PRV-26675 | PRV | Tommy Day | 1944-02-21 | — | 7829125892 | 1025 Mesa Dr Apt 24, Miami, FL, 33171 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedUnit split from street+3 more |
| PRV-26676 | PRV | Tommy Day | 1944-02-21 | — | 7829125892 | 1025 Mesa Dr Apt 24, Miami, FL, 33171 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedUnit split from street+3 more |
| PRV-26302 | PRV | Paul Stone | 1957-11-03 | UHC-18642-90 | 2473927138 | 8452 Camelback Rd, Jacksonville, FL, 32257 | 0.74 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-21535 | PRV | Danielle Jackson | 1954-10-11 | — | 2652938377 | 3506 Spring St, Denver, CO, 80238 | 0.74 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+3 more |
| PRV-20311 | PRV | George Y Rios | 1974-11-12 | — | 9455101110 | 6504 Valley View Dr, Austin, TX, 78707 | 0.74 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-25957 | PRV | Paul Medina | 1979-09-11 | — | 4996973167 | 6454 Forest Ave, Orlando, FL, 32810 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| PRV-25156 | PRV | Andrew Ross | 2003-02-09 | — | 8252584957 | 8067 Meadow Ln, Seattle, WA, 98192 | 0.74 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-23473 | PRV | Jerry Y Price | 1957-10-17 | — | 4324037551 | 563 Desert Sky Blvd, Glendale, AZ, 85340 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| PRV-21881 | PRV | Mark G Santos | 1945-05-06 | — | 8283946181 | 8733 Park Pl, Los Angeles, CA, 90042 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| PRV-27902 | PRV | Henry Watson | 1964-01-03 | UHC-95535-50 | 9256767420 | 2496 Valley View Dr, Charlotte, NC, 28279 | 0.74 | Phone reformattedMember ID reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-23347 | PRV | Amanda Hansen | 1968-12-11 | UHC-53647-10 | 3928298480 | 3172 Forest Ave, Los Angeles, CA, 90073 | 0.74 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-21997 | PRV | Mason X Patterson | 1938-12-27 | — | 2144381962 | 1492 Willow Ct, Los Angeles, CA, 90039 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedEmail lower-cased+3 more |
| PRV-28670 | PRV | Kevin Patel | 1986-11-19 | UHC-81454-64 | 3803598482 | 6854 Park Pl, Seattle, WA, 98140 | 0.74 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-20047 | PRV | Nelson D Lori | 1990-03-17 | — | 7653726039 | 164 Bayshore Dr, Seattle, WA, 98146 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| PRV-27199 | PRV | Charles C Reynolds | 1961-09-26 | — | 2975574630 | 6382 Apache Blvd, Orlando, FL, 32824 | 0.74 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-28412 | PRV | William T Wong | 1980-05-15 | — | 4207455743 | 7700 Palm Dr, Scottsdale, AZ, 85254 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| PRV-26653 | PRV | Frances A Long | 1959-08-23 | — | 5167277627 | 3267 Park Pl, Tucson, AZ, 85763 | 0.74 | Phone reformattedStreet suffix standardisedAddress re-casedState code upper-cased+3 more |
| PRV-28128 | PRV | Donald T Howard | 1993-03-21 | UHC-66385-91 | 6526879852 | 2317 Lake View Rd, Scottsdale, AZ, 85241 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedCity re-cased+3 more |
| PRV-24826 | PRV | Philip Marshall | 1941-02-24 | — | 7685352956 | 3565 Broadway, Tucson, AZ, 85734 | 0.74 | Name re-casedPhone reformattedCity re-casedZIP+4 trimmed+3 more |
| PRV-21930 | PRV | Ralph S Rogers | 1984-09-18 | — | 7756459301 | 6073 Palm Dr, Tempe, AZ, 85247 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| PRV-22744 | PRV | Carol Castro | 1957-07-18 | UHC-89014-71 | 8362024736 | 7259 Meadow Ln, Orlando, FL, 32837 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| PRV-24487 | PRV | Frank Green | 1939-11-11 | — | 3679155748 | 7747 Hillcrest Rd, San Antonio, TX, 78260 | 0.74 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-28448 | PRV | Anthony A Wright | 1957-06-16 | — | 8565647937 | 4821 River Rd, Scottsdale, AZ, 85231 | 0.74 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-28449 | PRV | Anthony A Wright | 1957-06-16 | — | 8565647937 | 4821 River Rd, Scottsdale, AZ, 85231 | 0.74 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+3 more |