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-21891 | PRV | Marcus Delgado | 1990-12-17 | UHC-19436-23 | 9009239963 | 2234 Camelback Rd, Glendale, AZ, 85375 | 0.74 | Name re-casedPhone reformattedMember ID reformattedStreet suffix standardised+3 more |
| PRV-21540 | PRV | Lawrence M Hamilton | 1949-01-17 | — | 3662268827 | 8701 Sunset Blvd, Sacramento, CA, 95881 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| PRV-25132 | PRV | Judith R Castro | 1946-06-18 | — | 3389249418 | 9281 Baseline Rd, San Diego, CA, 92180 | 0.74 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-28981 | PRV | George Williamson | 1953-03-23 | — | 3152509653 | 2608 Spring St, Sacramento, CA, 95879 | 0.74 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-28440 | PRV | Zachary Guerrero | 1961-10-11 | UHC-59045-42 | 9617256423 | 9075 Desert Sky Blvd, Chandler, AZ, 85287 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| PRV-20987 | PRV | David Y Parker | 1972-06-19 | UHC-27308-03 | 5973174400 | 3490 Church St, Seattle, WA, 98126 | 0.74 | Name re-casedDate of birth reformattedMember ID reformattedStreet suffix standardised+3 more |
| PRV-22039 | PRV | Diane D Gibson | 1978-01-07 | UHC-53548-25 | 7289213628 | 8641 Highland Ave, Austin, TX, 78720 | 0.74 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-20480 | PRV | Santiago Rivera | 1951-02-05 | — | 4276567861 | 3442 Camelback Rd, Minneapolis, MN, 55443 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedCity re-cased+3 more |
| PRV-28288 | PRV | Laura Thomas | 1940-04-21 | UHC-63477-40 | 8104804448 | 2534 Central Ave, Columbus, OH, 43227 | 0.74 | Name re-casedPhone reformattedMember ID reformattedStreet suffix standardised+3 more |
| PRV-27185 | PRV | Cynthia Ray | 1952-08-09 | UHC-95030-16 | 2423345231 | 5099 Ocean Ave, Sacramento, CA, 95899 | 0.74 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-21861 | PRV | William F Moreno | 1953-05-16 | UHC-32552-30 | 7122664779 | 7067 Forest Ave, Austin, TX, 78729 | 0.74 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-23133 | PRV | Bruce V Little | 1941-07-05 | — | 7512608776 | 2833 Sunset Blvd, San Diego, CA, 92115 | 0.74 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-26161 | PRV | Thompson Barbara | 1967-10-28 | — | 6273534245 | 8600 Washington St, Tempe, AZ, 85233 | 0.74 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-27513 | PRV | Ana Jordan | 1952-10-12 | — | 8845400101 | 5091 Washington St, Seattle, WA, 98168 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| PRV-27280 | PRV | Gabriel C Patterson | 1980-06-05 | UHC-73125-87 | 9642252123 | 2762 Elm St, Glendale, AZ, 85393 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| PRV-22828 | PRV | Charlie Taylor | 1946-01-22 | — | — | 3261 Jefferson Ave, Austin, TX, 78763 | 0.74 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-28343 | PRV | Diana Ellis | 1985-05-03 | — | 3943315576 | 2713 Maple Ave, Phoenix, AZ, 85047 | 0.74 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-24994 | PRV | Albert L Santos | 1956-12-07 | — | 5478975623 | 8286 Harbor Blvd, Mesa, AZ, 85246 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| PRV-23922 | PRV | Stephen Hansen | 1939-05-11 | UHC-67426-32 | — | 8089 Pine Dr, Fresno, CA, 93739 | 0.74 | Member ID reformattedStreet suffix standardisedAddress re-casedCity re-cased+3 more |
| PRV-21121 | PRV | Andy Rivera | 1983-06-13 | UHC-42281-66 | 9027222780 | 3452 Broadway, Nashville, TN | 0.74 | Name re-casedDate of birth reformattedMember ID reformattedCity re-cased+3 more |
| PRV-28577 | PRV | Natalie O Rios | 1962-12-13 | — | 4238112457 | 8638 Broadway, Tucson, AZ, 85787 | 0.74 | Name re-casedTwo-digit birth yearPhone reformattedAddress re-cased+3 more |
| PRV-24949 | PRV | Luis Delgado | 1999-05-08 | — | 5032223372 | 6453 Grand Ave, Las Vegas, NV, 89193 | 0.74 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-23286 | PRV | Maria Edwards | 1962-11-07 | UHC-00544-89 | 4596211591 | 2604 River Rd, Mesa, AZ, 85259 | 0.74 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-22446 | PRV | Bryan Herrera | 2003-11-28 | — | 8374424852 | 7399 Palm Dr, Glendale, AZ, 85386 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| PRV-27108 | PRV | Donald R Hudson | 1976-01-19 | — | — | 6764 Baseline Rd, Charlotte, NC, 28284 | 0.74 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-23113 | PRV | Justin Y Castro | 1943-10-26 | — | 3366027995 | 5655 Bayshore Dr, Tucson, AZ, 85719 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| PRV-21248 | PRV | David Lawrence | 1940-06-20 | UHC-89096-30 | 4874963303 | 9104 Washington St, Fresno, CA, 93741 | 0.74 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-20300 | PRV | Justin Shaw | 1971-02-13 | UHC-36800-97 | 7232522359 | 9091 Baseline Rd, Eden Prairie, MN, 55301 | 0.74 | Name re-casedDate of birth reformattedMember ID reformattedStreet suffix standardised+3 more |
| PRV-26755 | PRV | Amber Nichols | 2004-09-27 | UHC-96274-49 | 4053109992 | 2520 River Rd, Scottsdale, AZ, 85269 | 0.74 | Name re-casedPhone reformattedMember ID reformattedStreet suffix standardised+3 more |
| PRV-22899 | PRV | Philip Montgomery | 1947-11-16 | UHC-95197-13 | 9724550747 | 2672 Spring St, San Antonio, TX, 78211 | 0.74 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-25106 | PRV | Sophia Larson | 1987-04-20 | UHC-69834-51 | 3029012528 | 6801 Washington St, Tempe, AZ, 85263 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| PRV-26844 | PRV | Nathan Watkins | 1974-08-06 | — | 7983243819 | 2794 Market St, Minneapolis, MN, 55461 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedCity re-cased+3 more |
| PRV-26123 | PRV | Kathleen Castillo | 1998-11-21 | UHC-90571-84 | 4122381597 | 3704 Sage Ct, Dallas, TX, 75249 | 0.74 | Name re-casedPhone reformattedMember ID reformattedStreet suffix standardised+3 more |
| PRV-28642 | PRV | Jacob J Estrada | 2003-02-10 | — | 7635246727 | 3162 Park Pl, Miami, FL, 33198 | 0.74 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-25762 | PRV | Jacob Jacobs | 2002-01-06 | — | 2123563818 | 2374 Jefferson Ave, Columbus, OH, 43296 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| PRV-28241 | PRV | Priya Lopez | 1947-04-09 | — | 2076566795 | 6000 Harbor Blvd, Chandler, AZ, 85296 | 0.74 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+3 more |
| PRV-20877 | PRV | Andrew Little | 1958-05-10 | UHC-87409-19 | 5946673145 | 7294 Spring St, Chandler, AZ, 85257 | 0.74 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-24774 | PRV | Angela Rose | 1944-09-19 | UHC-67908-80 | 5265960167 | 2743 Ridge Rd, Houston, TX, 77006 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| PRV-23914 | PRV | Joseph Tran | 1948-01-21 | UHC-70624-20 | 7583588954 | 5524 Oak St, Los Angeles, CA, 90094 | 0.74 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-27020 | PRV | Nicholas Gonzalez | 1964-04-11 | — | 6436152977 | 6958 Lincoln Way, Los Angeles, CA | 0.74 | Name re-casedDate of birth reformattedPhone reformattedCity re-cased+3 more |
| PRV-25108 | PRV | Matthew Dunn | 2008-11-24 | UHC-78000-28 | 7806051992 | 2604 Ocean Ave, Tempe, AZ, 85282 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedMember ID reformatted+3 more |
| PRV-29383 | PRV | Raymond W Mendoza | 1993-02-15 | UHC-69480-21 | 8672698446 | 5981 Maple Ave, Chandler, AZ, 85268 | 0.74 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+3 more |
| PRV-20308 | PRV | Megan N Fields | 2000-05-15 | UHC-44065-22 | 9186057828 | 1242 Spring St, Columbus, OH, 43212 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| PRV-26124 | PRV | Fatima Kelly | 1973-06-10 | UHC-76176-65 | 8454184269 | 4014 Jefferson Ave, Mesa, AZ, 85237 | 0.74 | Date of birth reformattedPhone reformattedMember ID reformattedStreet suffix standardised+3 more |
| PRV-24490 | PRV | Diana Oliver | 2003-10-02 | UHC-09068-41 | 3282569089 | 4633 Hillcrest Rd, Seattle, WA, 98134 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| PRV-20198 | PRV | Arjun Lucas | 1993-03-09 | UHC-83630-69 | 2897502616 | 7452 Indian School Rd, Nashville, TN, 37237 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| PRV-21955 | PRV | Patricia Nichols | 1945-03-18 | — | 3116196673 | 9725 Desert Sky Blvd, Eden Prairie, MN, 55397 | 0.74 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-22475 | PRV | Denise Olson | 1951-05-11 | — | 2374533779 | 9865 Maple Ave, Phoenix, AZ, 85064 | 0.74 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| PRV-27543 | PRV | Aaron Nunez | 1987-02-13 | — | 9204428633 | 5598 Canyon Rd, Tampa, FL, 33653 | 0.74 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+3 more |
| PRV-28812 | PRV | Carol Warren | 1952-07-21 | — | 7727283716 | 7040 Hillcrest Rd, Gilbert, AZ, 85266 | 0.74 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |