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-25685 | PRV | Judy Hoffman | 1949-11-07 | UHC-63831-15 | — | 9408 Valley View Dr, Phoenix, AZ, 85016 | 0.76 | Date of birth reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-26268 | PRV | Diana P Lane | 1990-09-25 | — | 8243077412 | 3391 Indian School Rd, Mesa, AZ, 85265 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-20671 | PRV | Camila Snydre | 1953-12-15 | UHC-87849-68 | 3419919078 | 5462 Union St, Austin, TX, 78776 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-26435 | PRV | Sandra Franklin | 2007-06-07 | — | 5514941927 | 8987 Palm Dr, Jacksonville, FL, 32257 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-21906 | PRV | Aaron J Obrien | 1967-10-21 | — | — | 2467 Central Ave, Chandler, AZ, 85277 | 0.76 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-26556 | PRV | Aaron Coleman | 1950-11-02 | — | 4684716438 | 5871 Forest Ave, Las Vegas, NV, 89192 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+2 more |
| PRV-22670 | PRV | Theresa Cunningham | 2004-01-18 | — | 9613903662 | 8763 Washington St, Tempe, AZ, 85277 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-24495 | PRV | Aisha Owens | 2002-06-26 | — | 2317075318 | 7806 Main St, Orlando, FL, 32868 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-20557 | PRV | Ethan T Fuller | 1964-02-12 | UHC-06353-04 | 6324719102 | 975 Mountain View Dr, Nashville, TN, 37216 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+2 more |
| PRV-24294 | PRV | Rebecca Bennett | 1948-04-27 | UHC-21274-89 | 8297418145 | 5990 Camelback Rd, Gilbert, AZ, 85268 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-26812 | PRV | Diego Ferguson | 1984-06-08 | UHC-07762-22 | 9706859537 | 1523 Union St, San Antonio, TX, 78229 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-24948 | PRV | Luis Delgado | 1999-05-08 | — | 5032223372 | 6453 Grand Ave Apt 30, Las Vegas, NV, 89193 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedUnit split from street+2 more |
| PRV-29102 | PRV | Dorothy Spencer | 1947-06-15 | — | 4604176622 | 8114 Sage Ct, Gilbert, AZ, 85247 | 0.76 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-24225 | PRV | Mei B Bradley | 1999-03-09 | UHC-98883-33 | 9696536131 | 3322 Palm Dr, Denver, CO, 80277 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-21410 | PRV | Gabriel Robinson | 1952-09-09 | — | 9824779733 | 9720 Desert Sky Blvd, Nashville, TN, 37202 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-28769 | PRV | Rachel M Fowler | 1983-05-20 | — | 2438832716 | 8542 Forest Ave, Minneapolis, MN, 55405 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedEmail lower-cased+2 more |
| PRV-20531 | PRV | Anna K King | 1941-01-11 | UHC-76044-90 | 5507012262 | 251 Main St, Eden Prairie, MN, 55323 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-29100 | PRV | Lawrence Berry | 1995-06-24 | — | 4672041352 | 4585 Canyon Rd, Miami, FL, 33162 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedGender normalised+2 more |
| PRV-29203 | PRV | Jordan Brooks | 1963-03-19 | UHC-55414-72 | 7516578927 | 9719 Church St, Plano, TX, 75053 | 0.76 | Member ID reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-23531 | PRV | Russell U Armstrong | 1968-04-21 | UHC-31168-68 | 9105869820 | 7959 Sunset Blvd, Columbus, OH, 43203 | 0.76 | Name split from “Last, First”Date of birth reformattedPhone reformattedCity re-cased+2 more |
| PRV-26853 | PRV | Charlotte Richards | 1938-04-21 | UHC-72303-37 | 5204254393 | 2821 Canyon Rd, Plano, TX, 75028 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-29003 | PRV | Alexander Stephens | 1991-02-08 | — | 7186255194 | 7415 Oak St, Glendale, AZ, 85319 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-24131 | PRV | Dorothy Boyd | 1945-09-27 | — | 9676789974 | 7813 Lincoln Way, Sacramento, CA, 95894 | 0.76 | Name re-casedPhone reformattedCity re-casedGender normalised+2 more |
| PRV-24108 | PRV | Jesse M Sandoval | 1962-10-14 | — | 8762674493 | 2084 Jefferson Ave, Jacksonville, FL, 32286 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-23026 | PRV | Austin Herrera | 2002-09-12 | — | — | 9279 Park Pl, Charlotte, NC, 28268 | 0.76 | Name split from “Last, First”Date of birth reformattedCity re-casedEmail lower-cased+2 more |
| PRV-28460 | PRV | Ann Santiago | 1990-01-07 | UHC-72018-89 | 4313414103 | 4669 Main St, Glendale, AZ, 85338 | 0.76 | Phone reformattedMember ID reformattedZIP+4 trimmedEmail lower-cased+2 more |
| PRV-24791 | PRV | Omar Williamson | 1954-08-11 | — | 3753342692 | 3803 Willow Ct, Scottsdale, AZ, 85267 | 0.76 | Date of birth reformattedPhone reformattedState code upper-casedEmail lower-cased+2 more |
| PRV-27968 | PRV | Marilyn R Sullivan | 1952-05-20 | — | 2748519508 | 5246 Desert Sky Blvd, Miami, FL, 33143 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-22622 | PRV | Joyce Morris | 1967-12-27 | UHC-36491-29 | 7705529903 | 4392 Elm St, Scottsdale, AZ, 85279 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-21839 | PRV | Albert Owens | 1942-03-01 | UHC-26507-26 | — | 367 Central Ave, Charlotte, NC, 28236 | 0.76 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-27236 | PRV | Judy Lee | 1996-08-09 | — | — | 3033 Mesa Dr, Tempe, AZ, 85265 | 0.76 | Name re-casedStreet suffix standardisedAddress re-casedEmail lower-cased+2 more |
| PRV-21131 | PRV | Sharon Vasquez | 1943-08-14 | UHC-15996-02 | 8429882868 | 2682 Broadway, Phoenix, AZ, 85078 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedGender normalised+2 more |
| PRV-21181 | PRV | Debra Lawson | 1939-08-19 | UHC-10156-16 | 9804291247 | 6946 Market St, Dallas, TX, 75270 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-24786 | PRV | Melissa Henderson | 1956-08-04 | UHC-06487-05 | 4466595844 | 3872 Highland Ave, Los Angeles, CA, 90021 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedCity re-cased+2 more |
| PRV-20706 | PRV | Patrick Carter | 1986-11-22 | UHC-68722-56 | 5933786815 | 9383 Washington St, San Diego, CA, 92101 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedEmail lower-cased+2 more |
| PRV-25499 | PRV | Ryan Hernandez | 1959-01-19 | UHC-51810-13 | 5727094583 | 6988 Sage Ct, Charlotte, NC, 28205 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-21713 | PRV | Larry Bradley | 1979-01-15 | UHC-38911-80 | — | 1967 Meadow Ln, Tucson, AZ, 85756 | 0.76 | Street suffix standardisedAddress re-casedCity re-casedEmail lower-cased+2 more |
| PRV-23621 | PRV | Carlos Y Guerrro | 1960-03-11 | — | 6975859369 | 53 Grand Ave, Gilbert, AZ, 85241 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedState code upper-cased+2 more |
| PRV-22398 | PRV | Helen L Austin | 2003-09-10 | — | 5828197153 | 9204 Ridge Rd, Glendale, AZ, 85345 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-22397 | PRV | Helen L Austin | 2003-09-10 | — | 5828197153 | 9204 Ridge Rd, Glendale, AZ, 85345 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-23114 | PRV | Kenneth G Wells | 1941-09-05 | — | 9677092475 | 6601 Highland Ave, Chandler, AZ, 85284 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-27673 | PRV | Diego Lucas | 1952-06-09 | UHC-55378-42 | 7373470504 | 5253 Church St, Columbus, OH, 43205 | 0.76 | Date of birth reformattedPhone reformattedState name converted to codeEmail lower-cased+2 more |
| PRV-26554 | PRV | Barbara V Rogers | 1993-12-17 | — | 9324983128 | 3065 Valley View Dr, Mesa, AZ, 85292 | 0.76 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+2 more |
| PRV-21235 | PRV | Raymond H Hanson | 1990-05-20 | UHC-40217-49 | 7143911775 | 3321 Grand Ave, Atlanta, GA, 30388 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-23050 | PRV | Ronald Dominguez | 1989-05-26 | — | 2437453045 | 4274 Desert Sky Blvd, San Antonio, TX, 78200 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-24179 | PRV | Megan Andews | 1974-07-14 | — | 4377103717 | 9086 Palm Dr, Columbus, OH, 43274 | 0.76 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-26155 | PRV | Peter Arnold | 1996-09-19 | — | 6347208004 | 3662 Ocean Ave, Charlotte, NC, 28282 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-28093 | PRV | Sandra Perkins | 1942-06-25 | — | 5134181620 | 1706 Apache Blvd, Miami, FL, 33137 | 0.76 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |
| PRV-24783 | PRV | Victoria W Mitchell | 1998-08-11 | — | 7943558855 | 2965 Forest Ave, Chandler, AZ, 85264 | 0.76 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+2 more |
| PRV-26575 | PRV | Justin M Knight | 1985-10-27 | UHC-39714-96 | 2555761995 | 2762 Forest Ave, Seattle, WA, 98102 | 0.76 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+2 more |