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
All sources, lowest dq score first
| Record | Source | Name | DOB | Member ID | Phone | Address | Quality score | Flags |
|---|---|---|---|---|---|---|---|---|
| CLM-408836 | CLM | Charles F Edwards | 1939-11-15 | UHC-50789-07 | 6846964615 | 7460 Bayshore Dr Apt 26, San Antonio, TX, 78220 | 0.46 | Date of birth reformattedMember ID reformattedUnit split from streetStreet suffix standardised+5 more |
| CLM-430644 | CLM | Rebecca Gardner | 1948-03-04 | UHC-93513-53 | 4163847386 | 9408 Union St, Eden Prairie, MN | 0.46 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+5 more |
| ENR-106681 | ENR | Luis Ramos | 1965-11-22 | UHC-28626-89 | 7892327072 | 8960 Apache Blvd, Minneapolis, MN | 0.46 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-131725 | ENR | Frances O Watins | 1946-10-08 | UHC-87981-39 | 7625923138 | 983 Highland Ave, Orlando, FL, 32864 | 0.46 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+5 more |
| ENR-105682 | ENR | Brenda O Kelley | — | UHC-29633-02 | 2376015830 | 9588 Hillcrest Rd, Glendale, AZ | 0.46 | Name re-casedDate of birth unreadablePhone reformattedStreet suffix standardised+5 more |
| ENR-129612 | ENR | Charlotte R Welch | — | UHC-86033-30 | 4717463433 | 3149 Cedar Ln, Plano, TX, 75039 | 0.46 | Name re-casedDate of birth unreadablePhone reformattedMember ID reformatted+5 more |
| CLM-415715 | CLM | Charlotte Lopez | 1943-04-20 | UHC-02280-02 | 6534522422 | 1647 Spring St, Tempe, AZ, 85236 | 0.46 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-106713 | ENR | AJunk | 1961-10-25 | UHC-64703-56 | 4732937664 | 870 Market St, Orlando, FL, 32832 | 0.46 | Date of birth reformattedMember ID reformattedStreet suffix standardisedAddress re-cased+5 more |
| ENR-109862 | ENR | Carlos Hudson | 1945-12-01 | UHC-71677-01 | 9866245949 | 4734 Ocean Ave Apt 18, Las Vegas, NV | 0.46 | Name re-casedPhone reformattedUnit split from streetStreet suffix standardised+5 more |
| CLM-402068 | CLM | Kevin Gozales | 1980-04-17 | UHC-66033-82 | 7632167898 | 2112 Hillcrest Rd Apt 6, Chandler, AZ, 85260 | 0.46 | Phone reformattedUnit split from streetStreet suffix standardisedAddress re-cased+5 more |
| ENR-122403 | ENR | Amy V Espinoza | 1996-03-02 | UHC-22324-60 | 6385586027 | 3957 Sage Ct Apt 21, Dallas, TX, 75233 | 0.46 | Name re-casedTwo-digit birth yearPhone reformattedUnit split from street+5 more |
| ENR-103805 | ENR | Tony B Gilbert | 1968-05-02 | UHC-97232-04 | 8368966269 | 6768 Church St, Los Angeles, CA, 90038 | 0.46 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| TPA-55889 | TPA | Charles Bradley | 1988-08-19 | — | 4743025278 | 1556 Willow Ct, Denver, CO | 0.46 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| CLM-422653 | CLM | Lori Li | 2000-05-16 | UHC-86987-56 | 2137529288 | 7785 Ocean Ave, San Diego, CA, 92124 | 0.46 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-112479 | ENR | Jacqueline S Gonzales | 1967-01-28 | UHC-45582-20 | 5388382389 | 6288 Sage Ct # 111, Mesa, AZ, 85282 | 0.46 | Date of birth reformattedPhone reformattedUnit split from streetStreet suffix standardised+5 more |
| PRV-28257 | PRV | Grace Phillips | 1971-09-14 | — | 3805608428 | 1782 Valley View Dr, Fresno, CA, 93704 | 0.46 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+5 more |
| ENR-138995 | ENR | Barbara A Rodriguez | 1954-04-20 | UHC-58424-93 | 7292017508 | 8259 Sage Ct, Phoenix, AZ, 85014 | 0.46 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-116199 | ENR | Mdaison Padilla | 1963-07-01 | UHC-08831-32 | 5458405782 | 409 Bayshore Dr, Fresno, CA, 93733 | 0.46 | Name split from “Last, First”Date of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| PRV-26022 | PRV | Catherine Gonzales | 1976-10-27 | — | 9054132211 | 8551 Lake View Rd Apt 28, Los Angeles, CA, 90032 | 0.46 | Phone reformattedUnit split from streetStreet suffix standardisedAddress re-cased+5 more |
| ENR-139175 | ENR | Keith Adams | 1965-02-05 | — | 3974342422 | 1984 Church St, San Antonio, TX, 78298 | 0.46 | Name split from “Last, First”Date of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-127529 | ENR | Virginia M Jordan | 1974-06-18 | UHC-40489-77 | 3566574341 | 585 Ocean Ave, Fresno, CA, 93792 | 0.46 | Name re-casedTwo-digit birth yearStreet suffix standardisedAddress re-cased+5 more |
| TPA-53134 | TPA | Nicholas Gibson | 1948-06-11 | — | 8219769250 | 6030 Camelback Rd, Minneapolis, MN, 55489 | 0.46 | Name re-casedDate of birth reformattedPhone reformattedSSN last four extracted+5 more |
| PRV-25440 | PRV | Bobby Wright | 1995-04-03 | — | 4846556424 | 8097 Central Ave, Eden Prairie, MN | 0.46 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+5 more |
| CLM-421623 | CLM | Olivia Gonzales | 1943-12-08 | UHC-00411-18 | — | 8846 Apache Blvd # 256, Seattle, WA | 0.46 | Name re-casedDate of birth reformattedMember ID reformattedUnit split from street+5 more |
| ENR-105949 | ENR | Kathryn Perez | 1986-11-13 | UHC-05255-47 | 4134831790 | 1011 Indian School Rd # 420, Seattle, WA, 98117 | 0.46 | Name re-casedPhone reformattedUnit split from streetStreet suffix standardised+5 more |
| CLM-414522 | CLM | Mateo Perez | — | — | 9009394352 | 2630 Maple Ave, Tampa, FL, 33636 | 0.46 | Name re-casedDate of birth unreadablePhone reformattedStreet suffix standardised+5 more |
| CLM-416927 | CLM | Jeremy L Reed | 1948-03-21 | UHC-59517-34 | 3464800666 | 8795 Valley View Dr # 754, Nashville, TN, 37237 | 0.46 | Name re-casedDate of birth reformattedPhone reformattedUnit split from street+5 more |
| ENR-106312 | ENR | Bradley Schmidt | 1954-04-16 | UHC-91040-77 | 9573535031 | 7492 Camelback Rd, Eden Prairie, MN, 55395 | 0.46 | Name split from “Last, First”Date of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-106313 | ENR | Bradley Schmidt | 1954-04-16 | UHC-91040-77 | 9573535031 | 7492 Camelback Rd, Eden Prairie, MN, 55395 | 0.46 | Name split from “Last, First”Date of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| PRV-27104 | PRV | Ann E Grant | 2000-11-02 | UHC-64263-73 | 6185009961 | 3438 Hillcrest Rd, Los Angeles, CA, 90038 | 0.46 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-132705 | ENR | Austin Benett | 1948-10-24 | UHC-98289-93 | 2318273358 | 7038 Mesa Dr, Gilbert, AZ, 85223 | 0.46 | Name split from “Last, First”Date of birth reformattedPhone reformattedMember ID reformatted+5 more |
| ENR-110420 | ENR | Roy Flores | 1943-03-01 | UHC-28140-87 | 5329526394 | 41 Pine Dr # 235, Orlando, FL, 32898 | 0.46 | Name re-casedDate of birth reformattedPhone reformattedMember ID reformatted+5 more |
| ENR-141414 | ENR | Michelle I Austin | 1983-10-27 | UHC-36989-92 | 3093520686 | 2830 Jefferson Ave # 392, Mesa, AZ, 85244 | 0.46 | Name re-casedPhone reformattedMember ID reformattedUnit split from street+5 more |
| ENR-141106 | ENR | Ana T Rodriguez | 1950-02-13 | UHC-52673-18 | 3977060063 | 7984 Palm Dr, San Diego, CA, 92126 | 0.46 | Name split from “Last, First”Date of birth reformattedPhone reformattedStreet suffix standardised+5 more |
| ENR-101420 | ENR | Emma Reyes | 1992-04-17 | UHC-53606-43 | 2464615050 | 6614 Lake View Rd # 682, Sacramento, CA, 95827 | 0.48 | Name re-casedPhone reformattedMember ID reformattedUnit split from street+4 more |
| TPA-53098 | TPA | Kelly Reed | 1981-06-21 | — | — | 640 Washington St, Phoenix, AZ | 0.48 | Name split from “Last, First”Date of birth reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-133292 | ENR | Ahmed G Li | — | UHC-22067-18 | 8592720573 | 754 Elm St, Seattle, WA, 98104 | 0.48 | Name re-casedDate of birth unreadableStreet suffix standardisedAddress re-cased+4 more |
| TPA-53343 | TPA | Patrick X James | — | — | 8837176774 | 6916 Hillcrest Rd, Miami, FL | 0.48 | Name re-casedDate of birth unreadablePhone reformattedStreet suffix standardised+4 more |
| CLM-417712 | CLM | Lori Contreras | 1964-02-14 | UHC-34891-72 | 8594720235 | 5981 Maple Ave, Dallas, TX | 0.48 | Name split from “Last, First”Date of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-125901 | ENR | Denise Byd | 1943-06-25 | UHC-49446-36 | 8582052390 | 3478 Bayshore Dr Apt 6, Tampa, FL, 33645 | 0.48 | Phone reformattedUnit split from streetStreet suffix standardisedAddress re-cased+4 more |
| ENR-131997 | ENR | Diana Turner | 1970-11-06 | UHC-55479-79 | 7939690217 | 3212 Lake View Rd, Gilbert, AZ | 0.48 | Name re-casedTwo-digit birth yearPhone reformattedStreet suffix standardised+4 more |
| CLM-406778 | CLM | Alexander L Hunt | 2003-02-22 | UHC-71385-53 | 5186728875 | 2344 Church St, Miami, FL, 33166 | 0.48 | Date of birth reformattedPhone reformattedSSN last four extractedStreet suffix standardised+4 more |
| ENR-142680 | ENR | Evelyn Frnaklin | 1956-10-02 | UHC-47615-63 | 7313852638 | 5532 Cedar Ln, Mesa, AZ, 85268 | 0.48 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-133125 | ENR | Gerald R Russell | 1951-07-01 | UHC-95632-60 | 9252030479 | 6855 Maple Ave, Tucson, AZ | 0.48 | Phone reformattedMember ID reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-102821 | ENR | Bryan Warren | 1974-02-14 | UHC-40178-96 | 7282132622 | 8514 Desert Sky Blvd, Phoenix, AZ | 0.48 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| PRV-21934 | PRV | Christina Fox | 1991-04-09 | UHC-46991-39 | 5979043437 | 873 Spring St # 537, Tempe, AZ, 85245 | 0.48 | Name split from “Last, First”Date of birth reformattedPhone reformattedUnit split from street+4 more |
| ENR-114365 | ENR | Jacqueline B Cox | 1978-10-27 | UHC-39035-76 | 5398218201 | 521 Union St, Scottsdale, AZ, 85277 | 0.48 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| CLM-431909 | CLM | Zachary Ramos | 2005-02-23 | — | 4659933339 | 9573 Valley View Dr, Miami, FL, 33173 | 0.48 | Name split from “Last, First”Date of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-112926 | ENR | Priya Roberts | 1949-04-22 | UHC-42307-61 | 5755388631 | 7499 Market St, Las Vegas, NV, 89101 | 0.48 | Name split from “Last, First”Phone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-129463 | ENR | Samuel J Brown | 2001-05-09 | UHC-22101-79 | 9465149159 | 8733 Main St # 212, Scottsdale, AZ, 85220 | 0.48 | Name split from “Last, First”Phone reformattedUnit split from streetStreet suffix standardised+4 more |