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-25949 | PRV | Madison Henderson | 1985-12-16 | UHC-63607-78 | 5004203551 | 2197 Highland Ave, San Diego, CA, 92140 | 0.76 | Name re-casedDate of birth reformattedMember ID reformattedGender normalised+2 more |
| PRV-22712 | PRV | Jean X Butler | 1998-12-11 | UHC-71890-62 | 9232705573 | 4831 Apache Blvd, Los Angeles, CA, 90095 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-25873 | PRV | Grace Carr | 1938-12-11 | — | 8033354003 | 9265 Palm Dr, Minneapolis, MN, 55427 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-25739 | PRV | Albert Vazquez | 1962-10-05 | UHC-98681-94 | 9026907527 | 7251 Central Ave, Austin, TX, 78754 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-27344 | PRV | Julia Wright | 1994-05-15 | UHC-22171-70 | 6068452677 | 5217 Main St, Dallas, TX, 75241 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-23931 | PRV | Isabella U Payne | 1990-06-09 | — | 9306151880 | 2458 Forest Ave, Houston, TX, 77019 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-23321 | PRV | Kathleen Robertson | 1975-05-13 | — | 3522814693 | 7407 Pine Dr, Tampa, FL, 33685 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-22792 | PRV | Priya West | 1999-03-13 | UHC-77568-76 | 2489756166 | 1090 Broadway, Eden Prairie, MN, 55382 | 0.76 | Name re-casedPhone reformattedAddress re-casedGender normalised+2 more |
| PRV-24671 | PRV | Walsh Janice | 1941-09-05 | UHC-88062-59 | 4858116124 | 6935 Baseline Rd, Houston, TX, 77024 | 0.76 | Phone reformattedMember ID reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-25910 | PRV | Judy Willis | 1997-06-11 | — | 8972562951 | 1681 Highland Ave, Nashville, TN, 37215 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-21604 | PRV | Lawrence Warren | 1961-05-03 | UHC-31399-31 | 5063183429 | 7599 Indian School Rd, Miami, FL, 33150 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-26667 | PRV | Charlotte Welch | 2005-01-19 | UHC-86033-30 | 4717463433 | 3149 Cedar Ln, Plano, TX, 75039 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+2 more |
| PRV-22529 | PRV | Rachel V Ford | 2006-09-06 | UHC-33536-04 | 2424692124 | 9233 Pine Dr, Minneapolis, MN, 55486 | 0.76 | Date of birth reformattedStreet suffix standardisedAddress re-casedEmail lower-cased+2 more |
| PRV-25588 | PRV | Brian Warren | 1987-04-15 | — | 6757865821 | 3951 Central Ave, Chandler, AZ, 85206 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedCity re-cased+2 more |
| PRV-24463 | PRV | Edward Garcia | 1942-12-09 | — | 4818602544 | 5691 Lincoln Way, Austin, TX, 78786 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-25760 | PRV | Nicole I Barnes | 1993-01-26 | UHC-03627-37 | 7259883788 | 480 Washington St, Nashville, TN, 37288 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-23855 | PRV | Jonathan Wang | 1939-08-09 | — | 7423288984 | 4103 Mountain View Dr, Orlando, FL, 32857 | 0.76 | Date of birth reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-29118 | PRV | Sue Knight | 1999-02-05 | — | 6093148800 | 1461 Mesa Dr, Gilbert, AZ, 85299 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-27784 | PRV | Mark Holmes | 1985-06-05 | — | 6576990025 | 9633 River Rd, Houston, TX | 0.76 | Name re-casedPhone reformattedCity re-casedZIP missing+2 more |
| PRV-21296 | PRV | Brian Payne | 1975-03-02 | UHC-79800-32 | 5162696689 | 7007 Valley View Dr, Mesa, AZ, 85235 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-25136 | PRV | Kathy L Weber | 1983-04-19 | UHC-61537-64 | 9667907447 | 6853 Lake View Rd, San Antonio, TX, 78232 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-27262 | PRV | Morales Kevin | 2005-06-13 | UHC-41017-23 | 9069539933 | 8345 Park Pl, Sacramento, CA, 95808 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-20643 | PRV | Bradley Anderson | 1976-07-24 | UHC-50591-26 | 4063021271 | 5819 Forest Ave, Las Vegas, NV, 89120 | 0.76 | Name re-casedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-20642 | PRV | Bradley Anderson | 1976-07-24 | UHC-50591-26 | 4063021271 | 5819 Forest Ave, Las Vegas, NV, 89120 | 0.76 | Name re-casedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-22570 | PRV | Elijah Vega | 1948-05-08 | — | 3405042350 | 925 Spring St, Chandler, AZ, 85215 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-24436 | PRV | Michelle L Lee | 1942-09-04 | UHC-24537-63 | 2074848993 | 182 Canyon Rd, Los Angeles, CA, 90030 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-25888 | PRV | Santiago Obrien | 1991-08-09 | — | 4775862551 | 9425 Maple Ave, Scottsdale, AZ, 85237 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-24648 | PRV | Geoorge V Weaver | 1982-06-25 | — | 4384378463 | 1304 Bayshore Dr, Nashville, TN, 37281 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-27843 | PRV | Elizabeth G Reed | 1950-03-08 | UHC-55922-83 | 9325660609 | 8057 Palm Dr, Tempe, AZ, 85266 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-27842 | PRV | Elizabeth G Reed | 1950-03-08 | UHC-55922-83 | 9325660609 | 8057 Palm Dr, Tempe, AZ, 85266 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-29060 | PRV | Mariana Vargas | 1944-09-26 | UHC-68701-44 | 8884460464 | 4191 Willow Ct, Los Angeles, CA, 90062 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedState code upper-cased+2 more |
| PRV-21428 | PRV | Vicnent H Hart | 1976-04-05 | UHC-99163-01 | — | 3166 Oak St, Minneapolis, MN, 55413 | 0.76 | Date of birth reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-21625 | PRV | Terry D Guzman | 1950-12-08 | — | 4758712939 | 3966 Bayshore Dr, Nashville, TN, 37247 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-28898 | PRV | Frank Martin | 1985-02-26 | — | 9779718332 | 4732 Market St, Tampa, FL, 33652 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-29170 | PRV | Christine Robinson | 1972-06-05 | UHC-30697-65 | 5133719111 | 9172 Meadow Ln, Las Vegas, NV, 89111 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+2 more |
| PRV-20798 | PRV | Patrick Chapman | 1938-04-13 | UHC-67096-01 | 4178858332 | 493 Camelback Rd, Dallas, TX, 75269 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-28305 | PRV | Bryan Wheeler | 1958-07-14 | — | 7467854283 | 6051 Broadway, Atlanta, GA, 30338 | 0.76 | Date of birth reformattedPhone reformattedCity re-casedZIP+4 trimmed+2 more |
| PRV-24896 | PRV | Laura I Herrera | 1959-06-27 | UHC-79427-43 | 2112781293 | 8443 Willow Ct, Phoenix, AZ, 85004 | 0.76 | Phone reformattedMember ID reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-25819 | PRV | Tim Perry | 2008-05-20 | UHC-32260-32 | 8855819733 | 7814 Highland Ave, Miami, FL, 33136 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+2 more |
| PRV-24296 | PRV | Gloria Schmidt | 1947-09-08 | — | 3869222678 | 7128 Lincoln Way, Plano, TX | 0.76 | Name re-casedDate of birth reformattedPhone reformattedCity re-cased+2 more |
| PRV-27705 | PRV | Amanda Lason | 1970-05-26 | UHC-41813-77 | 5695892242 | 2019 Highland Ave, Mesa, AZ, 85281 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+2 more |
| PRV-22520 | PRV | Judith Dean | 1998-06-17 | — | 9897444303 | 7492 Market St, Mesa, AZ, 85270 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-24338 | PRV | Pamela K Butler | 1995-11-10 | UHC-80952-81 | 9757403631 | 8619 Spring St, Miami, FL, 33198 | 0.76 | Date of birth reformattedPhone reformattedState name converted to codeEmail lower-cased+2 more |
| PRV-26890 | PRV | Brandon Hall | 1997-08-11 | — | 9214937486 | 1192 Union St, Chandler, AZ, 85280 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-22722 | PRV | Raymond Campbell | 2002-11-15 | UHC-88385-96 | 7735217027 | 5500 Ocean Ave, Glendale, AZ, 85328 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-23886 | PRV | Scott Rose | 1985-06-01 | — | 7008722117 | 954 Canyon Rd, San Diego, CA, 92102 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedEmail lower-cased+2 more |
| PRV-21230 | PRV | Andrea Scott | 1942-11-13 | UHC-49963-79 | 5494208731 | 5272 Maple Ave, Chandler, AZ, 85271 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-24044 | PRV | John Tucker | 1994-11-15 | UHC-06674-90 | 6424515710 | 5432 Park Pl, Miami, FL, 33174 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-29426 | PRV | Jason Wells | 1979-06-12 | UHC-02719-63 | 8826052732 | 7236 Valley View Dr, San Antonio, TX, 78296 | 0.76 | Member ID reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-27111 | PRV | Ana J Simpson | 1953-01-28 | UHC-12624-94 | 9559553953 | 2287 Valley View Dr, San Antonio, TX, 78220 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |