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
Enrollment, lowest dq score first
| Record | Source | Name | DOB | Member ID | Phone | Address | Quality score | Flags |
|---|---|---|---|---|---|---|---|---|
| ENR-127592 | ENR | Maggie Dean | 2000-06-07 | UHC-39451-79 | 5149611106 | 2873 Maple Ave Apt 39, Tampa, FL, 33674 | 0.50 | Two-digit birth yearPhone reformattedMember ID reformattedUnit split from street+3 more |
| ENR-117163 | ENR | Catherine L Peters | 1960-04-22 | UHC-57239-93 | 6722681200 | 387 Park Pl, Tucson, AZ, 85776 | 0.50 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| ENR-116194 | ENR | Salazar Logan | 2007-03-09 | UHC-81920-75 | 8544500931 | 4954 Union St, Charlotte, NC, 28266 | 0.50 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| ENR-142081 | ENR | Wayne Li | 1960-01-10 | UHC-00692-94 | 6184614168 | 7279 Mountain View Dr, Jacksonville, FL, 32265 | 0.50 | Name re-casedTwo-digit birth yearPhone reformattedStreet suffix standardised+3 more |
| ENR-124382 | ENR | Ahmed P Silva | 1965-07-09 | UHC-49438-05 | 2517985638 | 9183 Elm St # 922, Scottsdale, AZ, 85299 | 0.50 | Name re-casedPhone reformattedUnit split from streetStreet suffix standardised+3 more |
| ENR-103274 | ENR | Don Alvarado | 1955-01-02 | UHC-30276-20 | 6067577430 | 8594 Central Ave, Austin, TX, 78769 | 0.50 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| ENR-115209 | ENR | Gary King | 1974-08-05 | UHC-19513-90 | 4534671857 | 6406 Camelback Rd Apt 27, Columbus, OH, 43211 | 0.50 | Name re-casedPhone reformattedUnit split from streetStreet suffix standardised+3 more |
| ENR-117432 | ENR | Jonathan I Pierce | — | UHC-45594-56 | 2747158996 | 4558 Ocean Ave, Chandler, AZ, 85237 | 0.50 | Name split from “Last, First”Date of birth unreadablePhone reformattedStreet suffix standardised+3 more |
| ENR-125041 | ENR | Hannah I Hoffman | 1968-04-15 | UHC-34504-21 | 2814544116 | 4655 Oak St, Atlanta, GA | 0.50 | Phone reformattedSSN last four extractedStreet suffix standardisedAddress re-cased+3 more |
| ENR-122812 | ENR | Roger V Howard | 1945-02-23 | UHC-89900-25 | 8835059944 | 3622 Sage Ct, Austin, TX, 78770 | 0.50 | Name split from “Last, First”Date of birth reformattedPhone reformattedMember ID reformatted+3 more |
| ENR-120476 | ENR | Jerry Dunn | 1939-06-05 | UHC-68186-75 | 4936428640 | 658 Washington St, Columbus, OH, 43295 | 0.50 | Two-digit birth yearPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| ENR-136493 | ENR | Arthur N Santos | 1994-07-02 | UHC-64643-18 | 7043428300 | 9820 Market St, Fresno, CA, 93776 | 0.50 | Name split from “Last, First”Two-digit birth yearPhone reformattedMember ID reformatted+3 more |
| ENR-126388 | ENR | Elizabeth O Graham | 1997-12-27 | UHC-13821-54 | 7038848580 | 342 River Rd, Plano, TX, 75035 | 0.50 | Name re-casedTwo-digit birth yearPhone reformattedStreet suffix standardised+3 more |
| ENR-100538 | ENR | David T Padilla | 1952-11-13 | UHC-51025-47 | 5289081998 | 5065 Hillcrest Rd, Tampa, FL, 33633 | 0.50 | Name split from “Last, First”Middle initial moved out of first nameDate of birth reformattedPhone reformatted+3 more |
| ENR-128625 | ENR | Lauren N Garza | 1939-08-06 | UHC-35044-28 | 4845604601 | 7624 Church St, Phoenix, AZ, 85036 | 0.50 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+3 more |
| ENR-122548 | ENR | Lawrence U Grant | 1966-01-19 | UHC-64977-89 | 3008060546 | 3509 Sunset Blvd, Tempe, AZ, 85269 | 0.50 | Date of birth reformattedSSN last four extractedStreet suffix standardisedAddress re-cased+3 more |
| ENR-133408 | ENR | Logan M Reed | 1959-07-22 | UHC-34426-64 | 2422757897 | 8131 Highland Ave, Sacramento, CA, 95824 | 0.50 | Two-digit birth yearPhone reformattedMember ID reformattedStreet suffix standardised+3 more |
| ENR-116397 | ENR | Cynthia X Dunn | 1973-06-23 | UHC-08495-02 | 7412417191 | 5109 River Rd, Nashville, TN | 0.50 | Name re-casedMember ID reformattedStreet suffix standardisedAddress re-cased+3 more |
| ENR-114352 | ENR | Boyd N Carl | 1942-12-18 | UHC-08601-36 | 3642228670 | 8407 Washington St, Mesa, AZ, 85269 | 0.50 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| ENR-101844 | ENR | Sophia W Pierce | 1973-09-23 | UHC-04501-42 | 4766693777 | 6744 Desert Sky Blvd, Glendale, AZ, 85382 | 0.50 | Phone reformattedStreet suffix standardisedAddress re-casedZIP+4 trimmed+3 more |
| ENR-133452 | ENR | Douglas L Arnold | 1991-03-01 | UHC-22169-60 | 9187258361 | 4155 Lincoln Way, Tampa, FL, 33620 | 0.50 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| ENR-106215 | ENR | Harold B Ortega | 1974-01-26 | UHC-31718-01 | 5055759303 | 9698 Ridge Rd, San Diego, CA, 92118 | 0.50 | Name split from “Last, First”Street suffix standardisedAddress re-casedCity re-cased+3 more |
| ENR-137090 | ENR | Cheryl Yang | 2003-02-03 | UHC-63563-16 | 7472906448 | 3370 Bayshore Dr # 978, Jacksonville, FL, 32235 | 0.50 | Date of birth reformattedPhone reformattedUnit split from streetStreet suffix standardised+3 more |
| ENR-117855 | ENR | Laura Mason | 1979-10-02 | UHC-27169-90 | 5362474745 | 259 Central Ave, Los Angeles, CA, 90044 | 0.50 | Name re-casedTwo-digit birth yearPhone reformattedStreet suffix standardised+3 more |
| ENR-110079 | ENR | Patricia G Aguilar | 1953-02-23 | UHC-00064-32 | 9224534467 | 5789 River Rd, Nashville, TN, 37202 | 0.50 | Phone reformattedStreet suffix standardisedAddress re-casedZIP+4 trimmed+3 more |
| ENR-121673 | ENR | Santiago White | 1956-03-09 | UHC-90732-54 | 3015493284 | 9371 Canyon Rd Apt 16, Orlando, FL | 0.50 | Name re-casedMember ID reformattedUnit split from streetStreet suffix standardised+3 more |
| ENR-102346 | ENR | Jordan Armstrong | 1990-06-22 | UHC-21547-04 | 7224967167 | 5162 Bayshore Dr, San Antonio, TX | 0.50 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+3 more |
| ENR-126447 | ENR | Kimberly G Reynolds | 1995-06-10 | UHC-53253-11 | 8079070095 | 5724 Elm St, Austin, TX, 78741 | 0.50 | Name split from “Last, First”SSN last four extractedStreet suffix standardisedAddress re-cased+3 more |
| ENR-142370 | ENR | Jacqueline O Sullivan | 1951-10-08 | UHC-00042-81 | — | 211 Ocean Ave, Glendale, AZ, 85372 | 0.50 | Date of birth reformattedPhone missing area codeStreet suffix standardisedAddress re-cased+3 more |
| ENR-122693 | ENR | Sean Nguyen | 2004-05-04 | UHC-10988-10 | 8329901689 | 6219 Cedar Ln, Atlanta, GA, 30382 | 0.50 | Name re-casedTwo-digit birth yearPhone reformattedStreet suffix standardised+3 more |
| ENR-120232 | ENR | Carolyn Fisher | 1959-11-11 | UHC-40205-99 | 3017146499 | 1539 Apache Blvd, Tucson, AZ | 0.50 | Phone reformattedMember ID reformattedStreet suffix standardisedAddress re-cased+3 more |
| ENR-101266 | ENR | Justin Ortiz | 1956-12-05 | UHC-24168-07 | 5466747824 | 8585 Maple Ave, Columbus, OH, 43263 | 0.50 | Name split from “Last, First”Date of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| ENR-110578 | ENR | Rachel O Romero | 1978-10-03 | UHC-05946-53 | 6038443945 | 3385 Hillcrest Rd # 858, Jacksonville, FL | 0.50 | Name re-casedTwo-digit birth yearPhone reformattedUnit split from street+3 more |
| ENR-133151 | ENR | Larry Li | 2001-07-08 | UHC-08701-85 | — | 3403 Willow Ct # 558, Miami, FL, 33161 | 0.50 | Name re-casedUnit split from streetStreet suffix standardisedAddress re-cased+3 more |
| ENR-113407 | ENR | Alice C Lane | 1961-02-10 | UHC-89889-41 | 4222646336 | 1232 Mesa Dr # 773, Nashville, TN, 37288 | 0.50 | Phone reformattedUnit split from streetStreet suffix standardisedAddress re-cased+3 more |
| ENR-128889 | ENR | Janet W Aguilar | 1959-11-13 | UHC-58854-62 | 3556563331 | 4575 Church St, Tucson, AZ, 85714 | 0.50 | Member ID reformattedStreet suffix standardisedAddress re-casedState name converted to code+3 more |
| ENR-111298 | ENR | Carol M Espinoza | 1980-12-21 | UHC-76825-64 | 4456053508 | 6265 Palm Dr, Tempe, AZ | 0.50 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+3 more |
| ENR-114714 | ENR | Dylan Vasquez | 2005-08-04 | UHC-72211-21 | 6477801228 | 6703 Oak St, Atlanta, GA, 30360 | 0.50 | Two-digit birth yearPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| ENR-111949 | ENR | Jacob W Fowler | 1940-06-26 | UHC-65588-27 | 4427117583 | 2147 Valley View Dr, Miami, FL, 33140 | 0.50 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| ENR-139419 | ENR | Patricia E Foster | 1974-04-19 | UHC-51732-04 | 7083802843 | 2238 Spring St, Los Angeles, CA | 0.50 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| ENR-110959 | ENR | Melissa U Parker | — | UHC-58335-25 | 4232137268 | 5230 Cedar Ln # 756, Sacramento, CA, 95833 | 0.50 | Date of birth missingPhone reformattedUnit split from streetStreet suffix standardised+3 more |
| ENR-105852 | ENR | Jerry P Wheeler | 1977-06-17 | — | — | 4541 Meadow Ln, Atlanta, GA, 30344 | 0.50 | Phone missing area codeStreet suffix standardisedAddress re-casedState name converted to code+3 more |
| ENR-109144 | ENR | Samantha Romero | 1995-12-10 | UHC-89166-23 | — | 3469 Mountain View Dr, Scottsdale, AZ, 85292 | 0.50 | Date of birth reformattedPhone missing area codeMember ID reformattedState name converted to code+3 more |
| ENR-120831 | ENR | Julie Ellis | 2004-01-14 | UHC-65562-64 | 5219071440 | 4689 Highland Ave, Atlanta, GA, 30302 | 0.50 | Name split from “Last, First”Date of birth reformattedMember ID reformattedStreet suffix standardised+3 more |
| ENR-106576 | ENR | Samuel Cruz | 1982-01-09 | UHC-58921-61 | 8487267946 | 9457 Church St, Scottsdale, AZ, 85233 | 0.50 | Name re-casedTwo-digit birth yearPhone reformattedStreet suffix standardised+3 more |
| ENR-109455 | ENR | Mason Mitchell | 1981-09-23 | UHC-11047-22 | 8366297454 | 8653 Union St Apt 14, Minneapolis, MN, 55497 | 0.50 | Two-digit birth yearPhone reformattedUnit split from streetStreet suffix standardised+3 more |
| ENR-104077 | ENR | Joshua Ferguson | 1965-08-06 | UHC-22094-51 | 8657131489 | 352 Park Pl Apt 18, Fresno, CA, 93732 | 0.50 | Name split from “Last, First”Date of birth reformattedPhone reformattedUnit split from street+3 more |
| ENR-110150 | ENR | Steven Y Park | 1941-01-23 | UHC-23541-97 | 5506739669 | 8298 Main St # 622, Sacramento, CA, 95845 | 0.50 | Name re-casedPhone reformattedUnit split from streetStreet suffix standardised+3 more |
| ENR-125565 | ENR | Debra Cox | 1993-06-22 | UHC-62132-15 | 2829083125 | 8967 Desert Sky Blvd, Columbus, OH, 43297 | 0.50 | Name split from “Last, First”Date of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| ENR-139747 | ENR | Cynthia C Williams | — | UHC-21317-72 | 4572067195 | 5152 Valley View Dr, Orlando, FL, 32896 | 0.50 | Name split from “Last, First”Date of birth missingPhone reformattedMember ID reformatted+3 more |