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-130169 | ENR | Janice Welch | 1945-03-17 | UHC-30440-03 | 8869319768 | 4837 Union St # 134, Houston, TX | 0.46 | Name re-casedDate of birth reformattedPhone reformattedUnit split from street+5 more |
| ENR-126072 | ENR | Ahmed W Perez | 2004-09-18 | UHC-29273-05 | 9522031486 | 3808 Elm St Apt 33, Scottsdale, AZ, 85286 | 0.46 | Name re-casedDate of birth reformattedUnit split from streetStreet suffix standardised+5 more |
| ENR-131978 | ENR | Rachel C Lawson | 1942-03-23 | UHC-27077-99 | 2048265282 | 8742 Pine Dr, Houston, TX, 77087 | 0.46 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-133326 | ENR | Ralph K Medina | 1953-12-04 | UHC-86664-23 | 6277254859 | 7492 Palm Dr, Tucson, AZ | 0.46 | Name re-casedDate of birth reformattedMember ID reformattedStreet suffix standardised+5 more |
| ENR-121990 | ENR | Santiago Patterson | 1960-06-28 | UHC-88650-70 | 5913420133 | 9129 Ocean Ave, Tampa, FL | 0.46 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-118879 | ENR | Tyler M Woods | 1982-04-20 | UHC-14817-37 | 8959130071 | 7877 Ridge Rd Apt 31, Houston, TX, 77060 | 0.46 | Date of birth reformattedPhone reformattedUnit split from streetStreet suffix standardised+5 more |
| ENR-124172 | ENR | Bobby Robisnon | — | UHC-36417-87 | 2758216491 | 7600 Bayshore Dr, Eden Prairie, MN, 55399 | 0.46 | Name split from “Last, First”Date of birth missingPhone reformattedMember ID reformatted+5 more |
| ENR-115850 | ENR | Amy Dunn | 1946-10-02 | UHC-41815-99 | 8465317929 | 2622 Camelback Rd, Chandler, AZ, 85282 | 0.46 | Two-digit birth yearPhone reformattedMember ID reformattedStreet suffix standardised+5 more |
| ENR-105751 | ENR | Luis S Gordon | 1948-07-16 | UHC-01696-38 | 9007903007 | 46 Sage Ct # 785, Minneapolis, MN, 55469 | 0.46 | Name split from “Last, First”Date of birth reformattedPhone reformattedUnit split from street+5 more |
| ENR-123297 | ENR | George K Fernandez | 1972-09-21 | UHC-36073-65 | 5194603935 | 7541 Park Pl, Columbus, OH, 43244 | 0.46 | Name re-casedDate of birth reformattedPhone reformattedSSN last four extracted+5 more |
| ENR-118486 | ENR | Fatima Jacobs | 1999-05-26 | UHC-85686-39 | 8659220737 | 6402 Valley View Dr # 271, Mesa, AZ, 85284 | 0.46 | Name split from “Last, First”Date of birth reformattedPhone reformattedUnit split from street+5 more |
| ENR-115394 | ENR | Catherine P Collins | 1952-01-23 | UHC-00056-21 | 2254902786 | 8370 Sunset Blvd, Minneapolis, MN, 55490 | 0.46 | Middle initial moved out of first nameName re-casedPhone reformattedStreet suffix standardised+5 more |
| ENR-113862 | ENR | Carol B Luna | 1974-03-25 | UHC-13714-34 | 2956266227 | 6623 Harbor Blvd, Atlanta, GA, 30320 | 0.46 | Middle initial moved out of first nameDate of birth reformattedPhone reformattedMember ID reformatted+5 more |
| ENR-111128 | ENR | Sean Sanders | — | UHC-48053-23 | 7125336877 | 3327 Grand Ave, Scottsdale, AZ, 85264 | 0.46 | Name re-casedDate of birth unreadablePhone reformattedMember ID reformatted+5 more |
| ENR-121646 | ENR | Martha C Black | 1995-03-02 | UHC-64249-21 | 8866077238 | 2104 Lake View Rd, Mesa, AZ, 85247 | 0.46 | Name split from “Last, First”Date of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-138021 | ENR | Sara D Contreras | 1993-05-20 | UHC-13108-62 | — | 4754 Ridge Rd Apt 32, Houston, TX | 0.46 | Name re-casedUnit split from streetStreet suffix standardisedAddress re-cased+5 more |
| ENR-120731 | ENR | Christine Roberts | 1939-06-01 | UHC-27869-19 | 7073816172 | 4232 Central Ave, Scottsdale, AZ, 85260 | 0.46 | Date of birth reformattedPhone reformattedMember ID reformattedStreet suffix standardised+5 more |
| ENR-104350 | ENR | Bobby Martinez | 1963-09-25 | UHC-40996-21 | 8184283192 | 2233 Mountain View Dr, Atlanta, GA, 30388 | 0.46 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+5 more |
| ENR-117861 | ENR | Bowman K Deborah | 1967-01-01 | UHC-46233-98 | 7667150145 | 5150 Sage Ct, Fresno, CA | 0.46 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+5 more |
| ENR-132032 | ENR | Kelly Z Cruz | 1957-04-06 | UHC-24458-06 | — | 98 Cedar Ln Apt 20, Dallas, TX | 0.46 | Name re-casedUnit split from streetStreet suffix standardisedAddress re-cased+5 more |
| ENR-109246 | ENR | Gaorge Y Hanson | 1964-01-16 | UHC-53382-18 | 8286846877 | 3568 Elm St, San Antonio, TX, 78229 | 0.46 | Name re-casedMember ID reformattedSSN last four extractedStreet suffix standardised+5 more |
| ENR-133144 | ENR | Matt Brooks | 1971-08-14 | UHC-65253-69 | 9356086949 | 2463 Meadow Ln Apt 9, Tucson, AZ, 85761 | 0.46 | Date of birth reformattedPhone reformattedUnit split from streetStreet suffix standardised+5 more |
| ENR-132959 | ENR | Julia U Foster | 1946-01-02 | UHC-42461-59 | 6218834441 | 8175 Ocean Ave # 765, Plano, TX, 75063 | 0.46 | Name re-casedDate of birth reformattedPhone reformattedUnit split from street+5 more |
| ENR-135737 | ENR | Jeremy Y Collins | 1962-05-15 | UHC-91689-83 | 9799145986 | 5358 Lake View Rd Apt 31, Tempe, AZ, 85219 | 0.46 | Name re-casedDate of birth reformattedPhone reformattedUnit split from street+5 more |
| ENR-137374 | ENR | Priya G Shaw | 1955-04-20 | UHC-27495-29 | 8404220769 | 2837 Sage Ct Apt 10, Miami, FL, 33173 | 0.46 | Phone reformattedUnit split from streetStreet suffix standardisedAddress re-cased+5 more |
| ENR-106276 | ENR | Grace Sanchez | 1964-06-17 | UHC-94978-64 | 8742315927 | 551 Grand Ave, San Diego, CA, 92136 | 0.46 | Name split from “Last, First”Date of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-129516 | ENR | Kevin Y Marshall | 1997-04-04 | UHC-22454-97 | 7714690933 | 8744 Lake View Rd, Gilbert, AZ, 85259 | 0.46 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-124135 | ENR | Kenneth W Lawrence | 1965-08-19 | UHC-46680-27 | 8128836722 | 9367 Grand Ave Apt 11, Seattle, WA, 98160 | 0.46 | Name re-casedDate of birth reformattedPhone reformattedUnit split from street+5 more |
| ENR-107366 | ENR | Teresa Campbell | 1975-11-21 | UHC-62597-85 | — | 2637 Desert Sky Blvd, Scottsdale, AZ, 85287 | 0.46 | Name re-casedDate of birth reformattedPhone missing area codeMember ID reformatted+5 more |
| ENR-101918 | ENR | Gerald P Sullivan | 1938-07-08 | UHC-32009-78 | 4887059377 | 5553 Grand Ave Apt 2, Dallas, TX, 75264 | 0.46 | Middle initial moved out of first nameName re-casedPhone reformattedUnit split from street+5 more |
| ENR-105582 | ENR | William U Simpson | 1979-05-20 | UHC-38745-57 | 9326871675 | 4262 Mountain View Dr, Miami, FL, 33116 | 0.46 | Two-digit birth yearPhone reformattedStreet suffix standardisedAddress re-cased+5 more |
| ENR-117827 | ENR | Joshua Bell | 1951-09-15 | UHC-79259-49 | 9685390036 | 8805 Market St, Chandler, AZ, 85203 | 0.46 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-105887 | ENR | Logan N Bell | 1970-08-22 | UHC-88125-05 | 2247598345 | 8447 River Rd, Miami, FL, 33145 | 0.46 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+5 more |
| ENR-135258 | ENR | Ahmed Willis | — | UHC-12380-24 | 9683589025 | 6230 Church St # 660, Atlanta, GA, 30369 | 0.46 | Name re-casedDate of birth unreadablePhone reformattedMember ID reformatted+5 more |
| ENR-105478 | ENR | Camila M McDonald | 1999-07-27 | UHC-24344-88 | 7418010815 | 1494 Canyon Rd, Scottsdale, AZ, 85295 | 0.46 | Name re-casedPhone reformattedMember ID reformattedStreet suffix standardised+5 more |
| ENR-105113 | ENR | Brian Aguilar | — | UHC-26234-51 | 3867318919 | 8816 Cedar Ln, Miami, FL, 33176 | 0.46 | Name re-casedDate of birth unreadablePhone reformattedSSN last four extracted+5 more |
| ENR-113476 | ENR | Justin Ruiz | 1975-08-01 | UHC-71419-14 | 2052139431 | 4997 Lake View Rd, Tempe, AZ, 85219 | 0.46 | Name re-casedPhone reformattedMember ID reformattedSSN last four extracted+5 more |
| ENR-131040 | ENR | Dianna O Sanchez | 1999-03-10 | UHC-38109-63 | 4224642012 | 9681 Desert Sky Blvd Apt 28, Sacramento, CA, 95822 | 0.46 | Name split from “Last, First”Date of birth reformattedPhone reformattedMember ID reformatted+5 more |
| ENR-118268 | ENR | Gregory L Marquez | 1958-06-14 | UHC-09727-02 | 7248435785 | 5659 Ridge Rd, Los Angeles, CA, 90054 | 0.46 | Name re-casedPhone reformattedMember ID reformattedStreet suffix standardised+5 more |
| ENR-105358 | ENR | Patricia Rios | 2001-05-20 | UHC-27480-20 | 8356881568 | 6561 Highland Ave, Phoenix, AZ, 85070 | 0.46 | Name split from “Last, First”Date of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-127331 | ENR | Yuki Simpson | 1971-08-19 | UHC-94703-77 | 2358992090 | 5732 Maple Ave, Austin, TX, 78756 | 0.46 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+5 more |
| ENR-126850 | ENR | Camila Richardson | 1972-05-10 | UHC-85070-52 | 7402265247 | 1818 Sage Ct, Sacramento, CA, 95879 | 0.46 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+5 more |
| ENR-136506 | ENR | Maria Wells | 1971-03-17 | UHC-00047-14 | 6987386165 | 5314 Apache Blvd, San Diego, CA | 0.46 | Date of birth reformattedPhone reformattedMember ID reformattedStreet suffix standardised+5 more |
| ENR-133325 | ENR | Austni Lucas | 1946-01-03 | UHC-48528-99 | 9576645396 | 6727 Church St, Mesa, AZ | 0.46 | Date of birth reformattedPhone reformattedMember ID reformattedStreet suffix standardised+5 more |
| ENR-139967 | ENR | Gordon Natalie | 1981-08-11 | UHC-02756-89 | 9143118304 | 3906 Oak St # 102, Orlando, FL, 32814 | 0.46 | Name re-casedPhone reformattedMember ID reformattedSSN last four extracted+5 more |
| ENR-132720 | ENR | Wayne Obrieen | 1973-01-20 | UHC-06710-35 | 4597804684 | 1154 Mountain View Dr, Denver, CO, 80293 | 0.46 | Name re-casedTwo-digit birth yearPhone reformattedStreet suffix standardised+5 more |
| ENR-125317 | ENR | David N Schultz | 2002-11-23 | UHC-36109-07 | 4714707157 | 3708 Baseline Rd, San Antonio, TX, 78257 | 0.46 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-113921 | ENR | Brittany Dean | 1956-10-08 | UHC-88757-02 | 8323029322 | 579 Ridge Rd, Denver, CO, 80204 | 0.46 | Name split from “Last, First”Phone reformattedMember ID reformattedStreet suffix standardised+5 more |
| ENR-125233 | ENR | Cynthia H Lopez | 2003-11-17 | UHC-81064-96 | 3319725403 | 4377 Washington St Apt 1, Austin, TX, 78715 | 0.46 | Date of birth reformattedPhone reformattedUnit split from streetStreet suffix standardised+5 more |
| ENR-103228 | ENR | Ethan K Estrada | 1966-04-28 | UHC-68529-89 | 2913627424 | 5007 Apache Blvd, Chandler, AZ, 85229 | 0.46 | Name split from “Last, First”Date of birth reformattedPhone reformattedStreet suffix standardised+5 more |