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-107280 | ENR | Judith P Rilay | 1985-11-28 | UHC-59294-39 | 8332537016 | 2484 Valley View Dr, Columbus, OH, 43247 | 0.48 | Middle initial moved out of first nameName re-casedDate of birth reformattedPhone reformatted+4 more |
| ENR-126316 | ENR | Bryan Fernandez | 2000-03-06 | UHC-35946-82 | 4945869374 | 1410 Jefferson Ave, Houston, TX, 77064 | 0.48 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-110118 | ENR | Lynch Q Timothy | 1944-09-12 | UHC-82887-94 | 9687898570 | 689 Main St # 568, Columbus, OH, 43234 | 0.48 | Name split from “Last, First”Middle initial moved out of first nameDate of birth reformattedPhone reformatted+4 more |
| ENR-113239 | ENR | Joan Y Clark | 1967-11-09 | UHC-92120-58 | 2364835610 | 3163 Grand Ave, Atlanta, GA, 30308 | 0.48 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+4 more |
| ENR-122585 | ENR | Jacob Reyes | 1998-07-28 | UHC-39351-80 | 6537723905 | 2180 River Rd, Tucson, AZ, 85764 | 0.48 | Date of birth reformattedPhone reformattedMember ID reformattedStreet suffix standardised+4 more |
| ENR-100963 | ENR | Albert Harrison | 1944-03-24 | UHC-16381-51 | 5139965012 | 5207 Valley View Dr, Scottsdale, AZ, 85231 | 0.48 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-138788 | ENR | Ethan Simmoons | 1985-09-21 | UHC-89876-67 | 7505270934 | 9378 Church St, Gilbert, AZ, 85295 | 0.48 | Name re-casedPhone reformattedSSN last four extractedStreet suffix standardised+4 more |
| ENR-114297 | ENR | Wei X Rios | 1953-05-08 | UHC-03294-76 | — | 9157 Bayshore Dr, Chandler, AZ, 85248 | 0.48 | Name re-casedDate of birth reformattedPhone missing area codeStreet suffix standardised+4 more |
| ENR-133524 | ENR | Fatima A Yang | 1960-09-27 | UHC-58698-13 | 7903176000 | 4261 Washington St Apt 2, Dallas, TX, 75251 | 0.48 | Name split from “Last, First”Date of birth reformattedPhone reformattedUnit split from street+4 more |
| ENR-101239 | ENR | Brandon Gonzeles | 1966-05-07 | UHC-09464-72 | 7926031562 | 1764 Ocean Ave, Plano, TX, 75060 | 0.48 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-139853 | ENR | Mariana Garrett | 2003-11-15 | UHC-39140-72 | 8297356353 | 6949 Sunset Blvd, Mesa, AZ, 85258 | 0.48 | Name split from “Last, First”Phone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-117854 | ENR | Vincent A Wilson | 1981-02-24 | UHC-67482-99 | 2318412337 | 3708 Jefferson Ave Apt 27, Eden Prairie, MN, 55367 | 0.48 | Name split from “Last, First”Date of birth reformattedPhone reformattedUnit split from street+4 more |
| ENR-108171 | ENR | Jerry V Chavez | 2003-09-16 | UHC-59936-83 | — | 5132 Baseline Rd, Phoenix, AZ | 0.48 | Name re-casedMember ID reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-104628 | ENR | Marilyn Z Elliott | 2008-05-15 | UHC-08946-09 | 2128783719 | 1704 Union St, Atlanta, GA, 30342 | 0.48 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-105180 | ENR | Albert V Meyer | 1986-10-17 | UHC-06373-47 | 2633590486 | 7078 Cedar Ln, Orlando, FL, 32856 | 0.48 | Name split from “Last, First”Date of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-100887 | ENR | Paul Z Jimenez | 1977-10-17 | UHC-80721-02 | 7525558763 | 1194 Pine Dr Apt 28, Tempe, AZ, 85257 | 0.48 | Name re-casedPhone reformattedUnit split from streetStreet suffix standardised+4 more |
| ENR-137559 | ENR | Valentina Scott | 1983-10-26 | UHC-56762-01 | 3452260399 | 6070 Elm St, Gilbert, AZ, 85220 | 0.48 | Name re-casedTwo-digit birth yearPhone reformattedStreet suffix standardised+4 more |
| ENR-118232 | ENR | Nicholas Jacobs | 1982-08-08 | UHC-67353-83 | — | 9067 Meadow Ln Apt 7, Nashville, TN, 37265 | 0.48 | Name re-casedDate of birth reformattedUnit split from streetStreet suffix standardised+4 more |
| ENR-109987 | ENR | Mateo L Rivera | 1958-11-09 | UHC-49017-44 | 8138082222 | 3705 Spring St, Atlanta, GA, 30307 | 0.48 | Two-digit birth yearPhone reformattedMember ID reformattedStreet suffix standardised+4 more |
| ENR-115491 | ENR | Albert N Guzman | 1968-01-08 | UHC-34549-49 | 4009229853 | 2821 Highland Ave, Glendale, AZ | 0.48 | Name re-casedMember ID reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-133876 | ENR | Samantha Murphy | 1977-09-03 | UHC-20022-73 | 7003472354 | 2756 Hillcrest Rd # 384, Las Vegas, NV, 89195 | 0.48 | Date of birth reformattedPhone reformattedUnit split from streetStreet suffix standardised+4 more |
| ENR-132086 | ENR | Douglas Grant | 2005-04-15 | UHC-69967-87 | 7452703908 | 4836 Spring St, Gilbert, AZ, 85268 | 0.48 | Name split from “Last, First”Date of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-121156 | ENR | Danielle G Fosetr | 1954-06-27 | UHC-72462-66 | 8375395481 | 4979 Sage Ct, Orlando, FL, 32804 | 0.48 | Middle initial moved out of first nameName re-casedDate of birth reformattedPhone reformatted+4 more |
| ENR-131463 | ENR | Patricia C Lane | 1953-09-16 | UHC-02304-16 | 6766895026 | 7476 Main St, Eden Prairie, MN, 55332 | 0.48 | Date of birth reformattedMember ID reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-133835 | ENR | Judy Rogers | — | UHC-61450-81 | 4593737143 | 1643 Bayshore Dr, Plano, TX, 75048 | 0.48 | Date of birth unreadablePhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-135993 | ENR | Maria Z Patterson | 1984-10-12 | UHC-97217-21 | 7977509352 | 2117 Lake View Rd, San Antonio, TX, 78236 | 0.48 | Name re-casedTwo-digit birth yearPhone reformattedStreet suffix standardised+4 more |
| ENR-101839 | ENR | Amanda M Daniels | 1938-08-18 | UHC-10897-78 | 5889986572 | 8322 Sage Ct, Nashville, TN, 37216 | 0.48 | Date of birth reformattedMember ID reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-101840 | ENR | Amanda M Daniels | 1938-08-18 | UHC-10897-78 | 5889986572 | 8322 Sage Ct, Nashville, TN, 37216 | 0.48 | Date of birth reformattedMember ID reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-101370 | ENR | Sndra C Burtun | 1954-10-04 | UHC-31035-23 | 4115275035 | 6978 Willow Ct # 374, Tucson, AZ, 85790 | 0.48 | Name re-casedDate of birth reformattedPhone reformattedSSN last four extracted+4 more |
| ENR-109320 | ENR | Linda Torres | 1990-08-06 | UHC-86330-69 | — | 6469 Palm Dr, Dallas, TX, 75200 | 0.48 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-128424 | ENR | Janet V Marquez | 1965-01-24 | UHC-22058-15 | 4593465238 | 6561 Maple Ave # 836, Tampa, FL, 33675 | 0.48 | Date of birth reformattedPhone reformattedUnit split from streetStreet suffix standardised+4 more |
| ENR-121423 | ENR | Linda Berry | 1952-07-22 | UHC-94854-16 | 9085651714 | 5051 Sunset Blvd, Minneapolis, MN, 55413 | 0.48 | Phone reformattedStreet suffix standardisedAddress re-casedState code upper-cased+4 more |
| ENR-136912 | ENR | Aisha Moreno | 1979-05-12 | UHC-22386-72 | — | 8472 Mesa Dr, Phoenix, AZ, 85040 | 0.48 | Name split from “Last, First”Date of birth reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-109549 | ENR | Sophia Edwards | 1955-10-02 | UHC-28031-99 | 5245514839 | 4035 Spring St Apt 39, Los Angeles, CA, 90009 | 0.48 | Phone reformattedUnit split from streetStreet suffix standardisedAddress re-cased+4 more |
| ENR-102895 | ENR | Dnenis C Sanders | — | UHC-72206-49 | — | 4095 Meadow Ln, Nashville, TN, 37259 | 0.48 | Name re-casedDate of birth unreadablePhone missing area codeMember ID reformatted+4 more |
| ENR-108317 | ENR | Megan U Baker | 1994-01-06 | UHC-45792-28 | 5964708007 | 5007 Bayshore Dr, Nashville, TN, 37261 | 0.48 | Name re-casedTwo-digit birth yearPhone reformattedSSN last four extracted+4 more |
| ENR-103410 | ENR | Danieelle Mendez | 1958-05-25 | UHC-12593-59 | 5943795180 | 9769 Palm Dr, Gilbert, AZ | 0.48 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-140255 | ENR | Judith Schultz | 1988-10-24 | UHC-26690-16 | 2745662670 | 1867 Pine Dr, Houston, TX, 77077 | 0.48 | Two-digit birth yearPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-142487 | ENR | Kayla Z Maldondao | 1992-01-10 | UHC-94753-42 | 4539296460 | 4114 Ridge Rd, Austin, TX, 78798 | 0.48 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-140863 | ENR | Philip H Bradley | 1947-05-21 | UHC-22562-15 | 9412965648 | 8709 Palm Dr, Jacksonville, FL, 32210 | 0.48 | Date of birth reformattedPhone reformattedMember ID reformattedSSN last four extracted+4 more |
| ENR-105516 | ENR | Joyce I Ferguson | 1979-11-03 | UHC-67185-92 | — | 7688 Park Pl, Orlando, FL, 32809 | 0.48 | Name re-casedPhone missing area codeMember ID reformattedStreet suffix standardised+4 more |
| ENR-128369 | ENR | Kathleen Riley | 1959-03-10 | UHC-28508-54 | 5344058268 | 6739 Central Ave, Las Vegas, NV, 89160 | 0.48 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-122405 | ENR | Patrick W Patel | — | UHC-39683-22 | 3963954550 | 2331 Apache Blvd, Houston, TX, 77099 | 0.48 | Middle initial moved out of first nameDate of birth missingPhone reformattedStreet suffix standardised+4 more |
| ENR-107555 | ENR | Nathan D Yang | 1987-01-17 | UHC-14113-01 | 4376206718 | 7782 Oak St, Minneapolis, MN | 0.48 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-111528 | ENR | Emma Nunez | — | UHC-01335-74 | 7107211508 | 5096 Washington St, Fresno, CA, 93797 | 0.48 | Date of birth unreadablePhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-133060 | ENR | Howell Michael | 1990-10-17 | UHC-61004-06 | 3392235079 | 7155 Palm Dr, Tempe, AZ, 85207 | 0.48 | Name re-casedDate of birth reformattedPhone reformattedMember ID reformatted+4 more |
| ENR-112752 | ENR | Kelly E Flores | 1971-04-25 | UHC-51326-64 | 3232449263 | 4492 Park Pl, Scottsdale, AZ, 85258 | 0.48 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-100298 | ENR | Kelly U Rodriguez | 1976-02-12 | UHC-32227-18 | 8068634436 | 1765 Cedar Ln Apt 21, Jacksonville, FL, 32298 | 0.48 | Name re-casedPhone reformattedUnit split from streetStreet suffix standardised+4 more |
| ENR-133550 | ENR | Christine Brooks | 1953-12-25 | UHC-05235-32 | 7432386989 | 3231 Cedar Ln, Seattle, WA | 0.48 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-133549 | ENR | Christine Brooks | 1953-12-25 | UHC-05235-32 | 7432386989 | 3231 Cedar Ln, Seattle, WA | 0.48 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |