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-117136 | ENR | Hannah B Simmons | — | UHC-61478-12 | 5957911275 | 2317 Church St, Fresno, CA, 93778 | 0.50 | Name split from “Last, First”Date of birth missingPhone reformattedMember ID reformatted+3 more |
| ENR-132829 | ENR | Wei L Medina | 1925-10-25 | UHC-05721-07 | — | 4780 Lake View Rd, Plano, TX, 75067 | 0.50 | Middle initial moved out of first nameName re-casedStreet suffix standardisedAddress re-cased+3 more |
| ENR-101833 | ENR | Robert S Campbell | 1972-06-02 | UHC-60444-57 | 4293960584 | 2785 Willow Ct, Charlotte, NC, 28253 | 0.50 | Name re-casedTwo-digit birth yearPhone reformattedStreet suffix standardised+3 more |
| ENR-112846 | ENR | Deborah S Berry | 1940-01-16 | UHC-77773-42 | 5867850565 | 2880 Pine Dr, Gilbert, AZ, 85257 | 0.50 | Middle initial moved out of first nameDate of birth reformattedPhone reformattedStreet suffix standardised+3 more |
| ENR-118147 | ENR | Marcus T West | 1999-09-26 | UHC-07676-75 | 2306747644 | 7751 Union St, Mesa, AZ, 85222 | 0.50 | Two-digit birth yearPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| ENR-107259 | ENR | Larry Kim | 1988-06-21 | UHC-54455-56 | 6335073010 | 3283 Church St, Atlanta, GA, 30373 | 0.50 | Two-digit birth yearPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| ENR-101923 | ENR | Juhn Simpson | 1959-02-04 | UHC-44690-09 | 2758378081 | 12 Highland Ave, Austin, TX, 78708 | 0.50 | Name re-casedTwo-digit birth yearPhone reformattedStreet suffix standardised+3 more |
| ENR-118050 | ENR | Butler Sara | 1957-12-03 | UHC-52657-16 | 2283393807 | 7267 Grand Ave, Columbus, OH, 43206 | 0.50 | Name re-casedStreet suffix standardisedAddress re-casedState name converted to code+3 more |
| ENR-107738 | ENR | Deborah U Carter | 1952-02-25 | UHC-61116-02 | 2694821588 | 9650 Indian School Rd Apt 33, Scottsdale, AZ | 0.50 | Name re-casedDate of birth reformattedPhone reformattedUnit split from street+3 more |
| ENR-127586 | ENR | Michael Rodriguez | — | UHC-88992-51 | 2732605812 | 9899 Indian School Rd, Columbus, OH, 43247 | 0.50 | Date of birth unreadableStreet suffix standardisedAddress re-casedGender normalised+3 more |
| ENR-137605 | ENR | Jesse H Wilson | 1996-10-24 | UHC-96437-49 | 8188205461 | 7802 Camelback Rd, Seattle, WA, 98157 | 0.50 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| ENR-120885 | ENR | Brittany Knight | 1941-02-07 | UHC-00515-04 | 6724832008 | 9018 Maple Ave, Orlando, FL, 32882 | 0.50 | Date of birth reformattedPhone reformattedState name converted to codeZIP+4 trimmed+3 more |
| ENR-122275 | ENR | Bradley Q Sims | 2006-09-04 | UHC-24731-14 | — | 5554 Cedar Ln, Atlanta, GA | 0.50 | Phone missing area codeCity re-casedState code upper-casedZIP missing+3 more |
| ENR-107556 | ENR | Christopher Kelley | 1959-08-12 | UHC-48024-33 | 4533484941 | 9760 Highland Ave, Sacramento, CA | 0.50 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| ENR-142927 | ENR | Austin O Lopez | 1977-09-24 | UHC-10967-15 | 6377194829 | 5139 Ocean Ave Apt 30, Charlotte, NC, 28215 | 0.50 | Phone reformattedUnit split from streetStreet suffix standardisedAddress re-cased+3 more |
| ENR-127127 | ENR | Theresa Murray | 1974-08-13 | UHC-57458-89 | 6309309580 | 7975 Hillcrest Rd Apt 9, San Diego, CA, 92157 | 0.50 | Date of birth reformattedPhone reformattedUnit split from streetStreet suffix standardised+3 more |
| ENR-101145 | ENR | Catherine E Ford | 1988-07-03 | UHC-79361-30 | 3644097615 | 975 Main St, Gilbert, AZ, 85287 | 0.50 | Name re-casedPhone reformattedSSN last four extractedStreet suffix standardised+3 more |
| ENR-134462 | ENR | Helen W Munoz | 1951-03-02 | UHC-11640-38 | 9525843712 | 6368 Washington St, Gilbert, AZ, 85263 | 0.50 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+3 more |
| ENR-124743 | ENR | Hannah N Andrews | 1976-03-21 | UHC-25949-03 | 9595671574 | 113 Elm St, Columbus, OH, 43245 | 0.50 | Name re-casedTwo-digit birth yearPhone reformattedStreet suffix standardised+3 more |
| ENR-138145 | ENR | Kenneth E Woods | 1963-12-26 | UHC-80979-49 | — | 6704 Sage Ct, Seattle, WA, 98171 | 0.50 | Name re-casedDate of birth reformattedPhone missing area codeMember ID reformatted+3 more |
| ENR-128876 | ENR | Turnner I Alexander | 1965-08-27 | UHC-98406-32 | — | 429 Pine Dr, Sacramento, CA, 95897 | 0.50 | Name split from “Last, First”Phone missing area codeStreet suffix standardisedAddress re-cased+3 more |
| ENR-113320 | ENR | Sara F Padilla | 1982-02-02 | UHC-35197-28 | 5183584426 | 3359 Church St # 715, Tempe, AZ, 85240 | 0.50 | Date of birth reformattedMember ID reformattedUnit split from streetStreet suffix standardised+3 more |
| ENR-103097 | ENR | Diana Hudson | — | — | 5389802920 | 4568 Elm St, Tempe, AZ, 85281 | 0.50 | Date of birth missingPhone reformattedSSN last four extractedStreet suffix standardised+3 more |
| ENR-113356 | ENR | Isabella Le | — | UHC-22656-20 | — | 7791 Desert Sky Blvd, Orlando, FL, 32846 | 0.50 | Date of birth unreadableStreet suffix standardisedAddress re-casedCity re-cased+3 more |
| ENR-116561 | ENR | Christopher Chavez | 1944-04-25 | UHC-85547-14 | 4769815000 | 5415 Forest Ave, Los Angeles, CA, 90043 | 0.50 | Name split from “Last, First”Phone reformattedStreet suffix standardisedAddress re-cased+3 more |
| ENR-140103 | ENR | Bill Z Moreno | 1963-03-16 | — | 4376506275 | 3740 Valley View Dr, Seattle, WA, 98110 | 0.50 | Name split from “Last, First”Two-digit birth yearPhone reformattedStreet suffix standardised+3 more |
| ENR-106922 | ENR | Laura W Davis | 1997-07-10 | UHC-05707-46 | 9863612157 | 1357 Maple Ave, Los Angeles, CA, 90079 | 0.50 | Two-digit birth yearPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| ENR-130343 | ENR | Ralph Lyncch | 2004-10-21 | UHC-37719-32 | — | 2485 Church St, Mesa, AZ, 85286 | 0.50 | Name split from “Last, First”Street suffix standardisedAddress re-casedState name converted to code+3 more |
| ENR-119955 | ENR | Mari D Cruz | 1989-07-28 | UHC-50333-60 | 6916424491 | 1792 Forest Ave Apt 2, Phoenix, AZ, 85083 | 0.50 | Phone reformattedSSN last four extractedUnit split from streetStreet suffix standardised+3 more |
| ENR-133488 | ENR | Kimberly Bryant | 1999-01-19 | UHC-33003-66 | 5967351509 | 767 River Rd Apt 12, Scottsdale, AZ, 85292 | 0.50 | Phone reformattedUnit split from streetStreet suffix standardisedAddress re-cased+3 more |
| ENR-124490 | ENR | Douglas F Day | 1946-08-13 | UHC-15264-54 | 5553947248 | 3209 Washington St, Orlando, FL, 32814 | 0.50 | Two-digit birth yearPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| ENR-133327 | ENR | Nancy Gybson | — | UHC-33101-19 | 5344699459 | 8766 Indian School Rd, Las Vegas, NV, 89149 | 0.50 | Date of birth missingPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| ENR-135669 | ENR | Ralph Turner | 1971-04-25 | UHC-77031-58 | 9698298067 | 1371 Apache Blvd, Houston, TX, 77007 | 0.50 | Two-digit birth yearPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| ENR-135513 | ENR | Mariana Williamson | — | UHC-04332-28 | — | 8477 River Rd Apt 35, Gilbert, AZ, 85258 | 0.50 | Name re-casedDate of birth unreadableUnit split from streetStreet suffix standardised+3 more |
| ENR-120514 | ENR | Lori Roberts | 1999-01-04 | UHC-78605-17 | 3614702211 | 9741 Canyon Rd, Houston, TX, 77071 | 0.50 | Name re-casedStreet suffix standardisedAddress re-casedState code upper-cased+3 more |
| ENR-111888 | ENR | Brittany Z Wheeler | 1971-09-05 | UHC-55556-45 | 9617043830 | 1233 Forest Ave, Miami, FL, 33162 | 0.50 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| ENR-115962 | ENR | Daniel Y James | 1948-12-17 | UHC-82075-24 | 8939983562 | 6549 Spring St Apt 29, Gilbert, AZ, 85279 | 0.50 | Two-digit birth yearPhone reformattedMember ID reformattedUnit split from street+3 more |
| ENR-114054 | ENR | Mason P Carter | — | UHC-49290-17 | 4806123680 | 4253 Mountain View Dr, Houston, TX, 77095 | 0.50 | Middle initial moved out of first nameName re-casedDate of birth missingPhone reformatted+3 more |
| ENR-134309 | ENR | Stephen Meyer | 1960-04-21 | UHC-55817-74 | 5296226259 | 9395 Sage Ct, Jacksonville, FL | 0.50 | Name re-casedStreet suffix standardisedAddress re-casedState code upper-cased+3 more |
| ENR-131686 | ENR | Philip Warren | 1964-04-26 | UHC-00906-32 | 6237643552 | 416 Meadow Ln, Nashville, TN, 37260 | 0.50 | Name split from “Last, First”Date of birth reformattedStreet suffix standardisedAddress re-cased+3 more |
| ENR-113182 | ENR | Jean J Williamson | 1954-07-12 | UHC-15361-56 | 6508719078 | 5902 Apache Blvd, Seattle, WA | 0.50 | Name split from “Last, First”Date of birth reformattedStreet suffix standardisedAddress re-cased+3 more |
| ENR-111224 | ENR | Vincent J Stevens | 1975-10-05 | UHC-60712-59 | 4723952432 | 1528 Baseline Rd # 847, Sacramento, CA, 95845 | 0.50 | Name re-casedDate of birth reformattedSSN last four extractedUnit split from street+3 more |
| ENR-136021 | ENR | Wayyne Castillo | 1957-03-05 | UHC-95042-59 | 6387266870 | 8324 Desert Sky Blvd, San Antonio, TX, 78247 | 0.50 | Two-digit birth yearStreet suffix standardisedAddress re-casedCity re-cased+3 more |
| ENR-106951 | ENR | Sophia Schultz | 1979-05-28 | UHC-23034-25 | 2338750924 | 2062 Jefferson Ave, Phoenix, AZ, 85019 | 0.50 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| ENR-131805 | ENR | Jack K Mendez | 1985-06-04 | UHC-80621-12 | 4685754652 | 9614 Highland Ave, Jacksonville, FL, 32275 | 0.50 | Date of birth reformattedPhone reformattedMember ID reformattedState name converted to code+3 more |
| ENR-108203 | ENR | Elijah E Ryan | 1991-11-22 | UHC-60945-02 | 9269942884 | 1873 Meadow Ln # 811, Austin, TX, 78791 | 0.50 | Phone reformattedUnit split from streetStreet suffix standardisedAddress re-cased+3 more |
| ENR-101832 | ENR | Heather H Le | 1960-09-15 | UHC-10593-35 | 6595486190 | 5299 Desert Sky Blvd Apt 33, Austin, TX, 78740 | 0.50 | Name split from “Last, First”Phone reformattedUnit split from streetStreet suffix standardised+3 more |
| ENR-100433 | ENR | Emma Tucker | — | UHC-98732-60 | 9494655323 | 2705 Valley View Dr, San Antonio, TX, 78229 | 0.50 | Date of birth unreadablePhone reformattedStreet suffix standardisedAddress re-cased+3 more |
| ENR-115349 | ENR | Joseph P Lee | 1974-05-25 | UHC-49849-95 | 5464174612 | 5814 Sage Ct, Scottsdale, AZ, 85254 | 0.50 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+3 more |
| ENR-130515 | ENR | Rachel Schmidt | 1990-01-10 | UHC-48968-94 | 4023757404 | 4772 Sage Ct # 163, San Antonio, TX, 78254 | 0.50 | Unit split from streetStreet suffix standardisedAddress re-casedCity re-cased+3 more |