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, flag “State name converted to code”, lowest dq score first
| Record | Source | Name | DOB | Member ID | Phone | Address | Quality score | Flags |
|---|---|---|---|---|---|---|---|---|
| ENR-133061 | ENR | Beverly E Nunez | 1952-01-05 | UHC-25845-36 | 7086295485 | 8457 Desert Sky Blvd, San Diego, CA, 92174 | 0.82 | State name converted to codeWhitespace trimmedPlaceholder values cleared |
| ENR-130301 | ENR | Matthew Ferguson | 1995-03-20 | UHC-66125-48 | 5806281556 | 1582 Camelback Rd, Houston, TX, 77086 | 0.82 | State name converted to codeEmail lower-casedWhitespace trimmed |
| ENR-112916 | ENR | Debra Q Lee | 1977-01-25 | UHC-96470-57 | 7693478346 | 2601 Hillcrest Rd, Jacksonville, FL, 32231 | 0.82 | Name re-casedDate of birth reformattedState name converted to code |
| ENR-103262 | ENR | Katherine K Martin | 1977-03-27 | UHC-75180-73 | 6539376502 | 343 Washington St, Los Angeles, CA, 90039 | 0.82 | Date of birth reformattedCity re-casedState name converted to code |
| ENR-124030 | ENR | Walter R Stewart | 1987-11-13 | UHC-24161-31 | 4734252957 | 6528 Camelback Rd, Gilbert, AZ, 85218 | 0.82 | Date of birth reformattedPhone reformattedState name converted to code |
| ENR-124029 | ENR | Walter R Stewart | 1987-11-13 | UHC-24161-31 | 4734252957 | 6528 Camelback Rd, Gilbert, AZ, 85218 | 0.82 | Date of birth reformattedPhone reformattedState name converted to code |
| ENR-132631 | ENR | Jesse Spencer | 1948-11-07 | — | 8872955665 | 3187 Meadow Ln, Tampa, FL, 33697 | 0.82 | Phone reformattedState name converted to codePlaceholder values cleared |
| ENR-120185 | ENR | Teresa G Grdon | 1991-07-14 | UHC-38136-28 | 9567337385 | 1022 Camelback Rd, Eden Prairie, MN, 55372 | 0.82 | Name re-casedState name converted to codeEmail lower-cased |
| ENR-134986 | ENR | Judith Larson | 1952-10-27 | UHC-46251-99 | 6836498806 | 6318 Sunset Blvd, Columbus, OH, 43237 | 0.82 | Phone reformattedState name converted to codePlaceholder values cleared |
| ENR-118477 | ENR | Olivia H Rivera | 1952-07-01 | UHC-39208-52 | 7867219172 | 2918 Park Pl, Minneapolis, MN, 55499 | 0.82 | Name re-casedMember ID reformattedState name converted to code |
| ENR-124955 | ENR | Shirley Adams | 1958-03-11 | UHC-87919-53 | 9054980219 | 2419 Sunset Blvd, Tampa, FL, 33625 | 0.82 | Date of birth reformattedState name converted to codeWhitespace trimmed |
| ENR-102079 | ENR | Douglas Shaw | 2007-05-05 | UHC-29466-62 | 6554638466 | 2059 Valley View Dr, Charlotte, NC, 28285 | 0.82 | Name re-casedPhone reformattedState name converted to code |
| ENR-113664 | ENR | Philip Wood | 1946-02-19 | UHC-74863-07 | 8772941398 | 3849 Highland Ave, Mesa, AZ, 85209 | 0.82 | Name re-casedDate of birth reformattedState name converted to code |
| ENR-136520 | ENR | Bradley N Hernandez | 1998-05-27 | UHC-70759-17 | 8603992759 | 2161 Washington St, Sacramento, CA, 95872 | 0.82 | Date of birth reformattedState name converted to codeWhitespace trimmed |
| ENR-117967 | ENR | Stephanie D Wells | 1947-10-16 | UHC-42795-81 | 3312038908 | 7631 Central Ave, Scottsdale, AZ, 85275 | 0.82 | Date of birth reformattedPhone reformattedState name converted to code |
| ENR-128070 | ENR | Katherine Lucas | 1946-05-19 | UHC-42065-62 | 2249149800 | 1463 Cedar Ln, Gilbert, AZ, 85254 | 0.82 | Phone reformattedState name converted to codeEmail lower-cased |
| ENR-138549 | ENR | Joyce S Walsh | 2005-05-05 | UHC-32807-99 | 8707354629 | 3039 Ocean Ave, Tampa, FL, 33641 | 0.82 | State name converted to codeWhitespace trimmedPlaceholder values cleared |
| ENR-109036 | ENR | Jean Perry | 1962-12-27 | UHC-02151-49 | 4108109877 | 821 Jefferson Ave, Mesa, AZ, 85284 | 0.82 | Date of birth reformattedMember ID reformattedState name converted to code |
| ENR-133274 | ENR | Cheryl Ford | 1970-03-09 | UHC-38625-91 | 8433829712 | 8157 Indian School Rd, Chandler, AZ, 85295 | 0.82 | Name re-casedPhone reformattedState name converted to code |
| ENR-141330 | ENR | Rebecca Q Jones | 1967-05-27 | UHC-46908-53 | 7535833803 | 7642 Lincoln Way, Seattle, WA, 98182 | 0.82 | Date of birth reformattedState name converted to codeEmail lower-cased |
| ENR-127063 | ENR | Kimberly Austin | 1952-01-03 | UHC-95368-25 | 3856254891 | 4699 Main St, Seattle, WA, 98170 | 0.82 | Name re-casedState name converted to codeWhitespace trimmed |
| ENR-131844 | ENR | Anna Fernandez | 1975-05-14 | UHC-68550-23 | 3569430460 | 5104 Ridge Rd, Tucson, AZ, 85769 | 0.82 | Name re-casedPhone reformattedState name converted to code |
| ENR-129449 | ENR | Sean Gardner | 1964-07-20 | UHC-33476-72 | — | 9447 Lake View Rd, Seattle, WA, 98112 | 0.82 | State name converted to codeEmail lower-casedPlaceholder values cleared |
| ENR-107382 | ENR | Stephen T Simpson | 1947-01-08 | UHC-56439-22 | 9137058604 | 1477 Park Pl, Glendale, AZ, 85338 | 0.82 | Phone reformattedState name converted to codeWhitespace trimmed |
| ENR-139551 | ENR | Barbara Rodriguez | 1943-10-05 | UHC-75032-93 | 4535201603 | 1117 Ridge Rd, Phoenix, AZ, 85068 | 0.82 | Name re-casedState name converted to codeWhitespace trimmed |
| ENR-115473 | ENR | Lucia Ryan | 1987-05-06 | UHC-61623-91 | 7226772582 | 5920 Elm St, Columbus, OH, 43294 | 0.82 | Name re-casedState name converted to codeWhitespace trimmed |
| ENR-122541 | ENR | Michelle Weaver | 1993-07-07 | UHC-67341-32 | 4706753897 | 8201 Valley View Dr, Scottsdale, AZ, 85217 | 0.82 | Phone reformattedState name converted to codeWhitespace trimmed |
| ENR-110210 | ENR | Bryan Lopez | 1952-11-09 | UHC-88128-54 | 3895576101 | 7665 Elm St, Denver, CO, 80287 | 0.82 | Name re-casedState name converted to codeWhitespace trimmed |
| ENR-139924 | ENR | Matthew Guerrero | 1957-02-20 | UHC-41469-99 | 8762691295 | 1771 Apache Blvd, Dallas, TX, 75246 | 0.82 | State name converted to codeWhitespace trimmedPlaceholder values cleared |
| ENR-101745 | ENR | Omar G Alvarez | 1969-02-23 | UHC-90628-42 | 9706578344 | 273 Indian School Rd, Seattle, WA, 98193 | 0.82 | Name re-casedState name converted to codePlaceholder values cleared |
| ENR-101138 | ENR | Heaher J Harrison | 1983-02-01 | UHC-23420-72 | 3168274059 | 9868 Apache Blvd, Gilbert, AZ, 85234 | 0.82 | Phone reformattedState name converted to codeWhitespace trimmed |
| ENR-129609 | ENR | Bobby H Freeman | 1945-03-23 | UHC-82432-95 | 3153253407 | 8006 Indian School Rd, Eden Prairie, MN, 55361 | 0.82 | Name re-casedPhone reformattedState name converted to code |
| ENR-135922 | ENR | Will P Coleman | 1969-02-20 | UHC-81614-67 | — | 8040 Baseline Rd, Houston, TX, 77056 | 0.82 | Date of birth reformattedState name converted to codePlaceholder values cleared |
| ENR-121862 | ENR | Lori S Gray | 2001-05-21 | UHC-53251-10 | — | 5591 Valley View Dr, Columbus, OH, 43240 | 0.82 | Name re-casedState name converted to codePlaceholder values cleared |
| ENR-121863 | ENR | Lori S Gray | 2001-05-21 | UHC-53251-10 | — | 5591 Valley View Dr, Columbus, OH, 43240 | 0.82 | Name re-casedState name converted to codePlaceholder values cleared |
| ENR-114876 | ENR | Lawrence J Washington | 1995-11-21 | UHC-83979-63 | 5678000354 | 3579 Lincoln Way, Glendale, AZ, 85317 | 0.82 | Date of birth reformattedPhone reformattedState name converted to code |
| ENR-125014 | ENR | Sophia Rogers | 1999-04-17 | UHC-44369-43 | — | 1710 Hillcrest Rd, Austin, TX, 78795 | 0.82 | Date of birth reformattedState name converted to codePlaceholder values cleared |
| ENR-122224 | ENR | Emily G Hunt | 1961-05-13 | UHC-56348-80 | 5389989523 | 1311 Indian School Rd, Atlanta, GA, 30392 | 0.82 | Name re-casedState name converted to codeWhitespace trimmed |
| ENR-112454 | ENR | Wayne T Diez | 1965-01-23 | UHC-82176-57 | 9715991876 | 4739 Harbor Blvd, Las Vegas, NV, 89147 | 0.82 | Name re-casedPhone reformattedState name converted to code |
| ENR-109932 | ENR | Mateo Salazar | 1960-07-25 | UHC-14958-17 | 2698371994 | 1316 Broadway, San Antonio, TX, 78252 | 0.82 | State name converted to codeEmail lower-casedWhitespace trimmed |
| ENR-108587 | ENR | Tyler Dixon | 1995-03-14 | UHC-10686-63 | 9193393983 | 781 Ocean Ave, Houston, TX, 77031 | 0.82 | Name re-casedState name converted to codeEmail lower-cased |
| ENR-120026 | ENR | Kim S Izabella | 1966-10-27 | UHC-99842-15 | 8992965732 | 8041 Palm Dr, Sacramento, CA, 95883 | 0.82 | Name re-casedPhone reformattedState name converted to code |
| ENR-128236 | ENR | Madison E Moore | 2001-01-14 | UHC-36940-63 | 4368344188 | 6393 Grand Ave, Tempe, AZ, 85260 | 0.82 | Phone reformattedState name converted to codeWhitespace trimmed |
| ENR-105666 | ENR | Yuki U Richardson | 1990-12-20 | UHC-71666-54 | 2673052729 | 6228 Pine Dr, Las Vegas, NV, 89113 | 0.82 | Phone reformattedState name converted to codePlaceholder values cleared |
| ENR-135384 | ENR | Theresa U Rivera | 1997-07-04 | UHC-20035-38 | 7547325993 | 777 Meadow Ln, Fresno, CA, 93797 | 0.82 | Date of birth reformattedState name converted to codePlaceholder values cleared |
| ENR-112003 | ENR | Kathryn Knight | 1952-12-09 | UHC-61419-84 | 6099650648 | 8540 Lake View Rd, Dallas, TX, 75238 | 0.82 | Name re-casedPhone reformattedState name converted to code |
| ENR-106448 | ENR | Doris Riz | 1940-12-09 | UHC-25191-38 | 5184018750 | 8728 Church St, Los Angeles, CA, 90094 | 0.82 | Phone reformattedState name converted to codeWhitespace trimmed |
| ENR-135057 | ENR | Catherine W Sullivan | 2006-11-23 | UHC-40306-36 | 7414916830 | 8198 Valley View Dr, Orlando, FL, 32864 | 0.82 | Date of birth reformattedPhone reformattedState name converted to code |
| ENR-139474 | ENR | Austin M Knight | 1938-02-20 | UHC-16690-66 | 3699950770 | 8220 Oak St, Minneapolis, MN, 55400 | 0.82 | Name re-casedPhone reformattedState name converted to code |
| ENR-111205 | ENR | Anna Hawkins | 1966-01-10 | UHC-07114-46 | 7497465360 | 105 Indian School Rd, Las Vegas, NV, 89148 | 0.82 | Name re-casedPhone reformattedState name converted to code |