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-138872 | ENR | Richard Carpenter | 1973-01-14 | UHC-63811-16 | 7212280784 | 1751 Elm St, Fresno, CA | 0.48 | Two-digit birth yearPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-136602 | ENR | Aaron Reid | 1968-04-25 | UHC-10885-76 | 7645795913 | 1642 Apache Blvd, Miami, FL, 33146 | 0.48 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-114555 | ENR | Mei N Gibson | 1976-07-16 | UHC-57095-09 | 5373260077 | 8772 Union St, Seattle, WA, 98121 | 0.48 | Name split from “Last, First”Date of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-134944 | ENR | Sandra Martin | 2003-11-26 | UHC-35036-04 | 9778538341 | 5929 Indian School Rd, Columbus, OH, 43227 | 0.48 | Name re-casedTwo-digit birth yearPhone reformattedStreet suffix standardised+4 more |
| ENR-140890 | ENR | Isabella Parrk | 1943-09-21 | UHC-62319-56 | 8943437923 | 2082 Lake View Rd, Minneapolis, MN, 55450 | 0.48 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-111204 | ENR | Gregory Martinez | 1950-05-21 | UHC-78137-30 | 8033377345 | 4284 Jefferson Ave, Las Vegas, NV, 89172 | 0.48 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-102177 | ENR | Grace M Valdez | 2002-08-14 | UHC-35478-16 | 9686821189 | 2005 Elm St, Jacksonville, FL, 32298 | 0.48 | Name re-casedTwo-digit birth yearPhone reformattedMember ID reformatted+4 more |
| ENR-136206 | ENR | Margaret Ryan | 1961-09-12 | UHC-30630-78 | 2418857734 | 3627 Mountain View Dr, Nashville, TN, 37229 | 0.48 | Name re-casedTwo-digit birth yearPhone reformattedStreet suffix standardised+4 more |
| ENR-141777 | ENR | Mason I Mason | 1956-07-17 | UHC-59847-77 | 9004442189 | 682 Main St, Columbus, OH, 43245 | 0.48 | Name re-casedTwo-digit birth yearPhone reformattedMember ID reformatted+4 more |
| ENR-127510 | ENR | Elijah Phillips | 1995-11-21 | UHC-93293-77 | 9525091543 | 2832 Baseline Rd # 432, Sacramento, CA, 95820 | 0.48 | Name re-casedPhone reformattedUnit split from streetStreet suffix standardised+4 more |
| ENR-119428 | ENR | Barbara K Lynch | 1961-05-26 | UHC-36424-15 | 4008244818 | 6512 Sage Ct, Nashville, TN, 37258 | 0.48 | Phone reformattedSSN last four extractedStreet suffix standardisedAddress re-cased+4 more |
| ENR-117825 | ENR | Fatima Espinoza | 1944-08-11 | UHC-02164-70 | 6835467499 | 7168 Church St, Denver, CO, 80221 | 0.48 | Name split from “Last, First”Phone reformattedSSN last four extractedStreet suffix standardised+4 more |
| ENR-114015 | ENR | Steven Campbell | 1996-09-20 | UHC-56403-13 | 4432794992 | 5909 Central Ave, Orlando, FL, 32898 | 0.48 | Name split from “Last, First”Date of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-102246 | ENR | Christian S Roobinson | 1950-02-06 | UHC-15823-84 | 9075772501 | 4202 Grand Ave, Denver, CO, 80293 | 0.48 | Name split from “Last, First”Two-digit birth yearStreet suffix standardisedAddress re-cased+4 more |
| ENR-122741 | ENR | Jerry E Contreras | 1983-12-09 | UHC-90619-60 | 9344280533 | 1086 Lincoln Way, Houston, TX | 0.48 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-101466 | ENR | Christopher U Montgomery | 2002-04-21 | UHC-85412-78 | — | 3292 Apache Blvd, Tampa, FL, 33623 | 0.48 | Name re-casedDate of birth reformattedSSN last four extractedStreet suffix standardised+4 more |
| ENR-138552 | ENR | Michael N Montgomery | 1992-03-02 | UHC-33107-34 | 2234460888 | 3406 Union St, Nashville, TN, 37273 | 0.48 | Two-digit birth yearMember ID reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-129487 | ENR | Judy Z Foster | 2002-03-24 | UHC-43426-86 | 3396578993 | 638 Harbor Blvd, Minneapolis, MN | 0.48 | Phone reformattedStreet suffix standardisedAddress re-casedZIP missing+4 more |
| ENR-132685 | ENR | Mason O Bradley | 1986-07-19 | UHC-43681-03 | 5299320007 | 2852 Apache Blvd, Minneapolis, MN, 55414 | 0.48 | Name split from “Last, First”Phone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-110759 | ENR | Roy Sandoval | 1991-08-11 | UHC-79513-08 | — | 1003 Church St, Jacksonville, FL | 0.48 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-112139 | ENR | Dennis T Bryant | 1949-10-22 | UHC-30043-15 | 5753865767 | 1329 Hillcrest Rd, Dallas, TX, 75234 | 0.48 | Phone reformattedMember ID reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-126202 | ENR | Joan Le | 1962-09-25 | UHC-35979-49 | 8633354878 | 2959 Maple Ave, San Diego, CA, 92121 | 0.48 | Name re-casedTwo-digit birth yearPhone reformattedStreet suffix standardised+4 more |
| ENR-100353 | ENR | Sara G Obrien | 1909-10-09 | UHC-90658-18 | — | 8262 Elm St, Minneapolis, MN, 55408 | 0.48 | Name re-casedPhone missing area codeStreet suffix standardisedAddress re-cased+4 more |
| ENR-100182 | ENR | Margaret Reyes | 1990-05-04 | UHC-72818-46 | 6852922624 | 2556 Lake View Rd Apt 12, Tampa, FL | 0.48 | Name re-casedPhone reformattedUnit split from streetStreet suffix standardised+4 more |
| ENR-110350 | ENR | Brittany Q Graham | 1987-01-04 | UHC-81173-09 | 5376023613 | 3057 Sunset Blvd, Tampa, FL, 33635 | 0.48 | Name split from “Last, First”Phone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-133537 | ENR | Jean Brooks | 2004-02-06 | UHC-50329-04 | 7979598087 | 9313 Meadow Ln, Tampa, FL, 33671 | 0.48 | Name re-casedDate of birth reformattedPhone reformattedSSN last four extracted+4 more |
| ENR-103778 | ENR | Kayla Thompson | 1999-03-06 | UHC-07497-43 | 4325795083 | 7048 Cedar Ln, Tucson, AZ, 85709 | 0.48 | Name split from “Last, First”Date of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-127977 | ENR | Patricia Perry | 1975-08-04 | UHC-59294-16 | 3325561529 | 6200 Grand Ave, Las Vegas, NV, 89114 | 0.48 | Date of birth reformattedPhone reformattedSSN last four extractedStreet suffix standardised+4 more |
| ENR-136059 | ENR | Jesse Miller | 1943-04-13 | UHC-45991-10 | 4624821279 | 1014 Jefferson Ave # 795, Seattle, WA, 98126 | 0.48 | Date of birth reformattedPhone reformattedUnit split from streetStreet suffix standardised+4 more |
| ENR-103675 | ENR | Martha G Sanchez | — | UHC-34396-45 | 7289875490 | 3891 Camelback Rd, Seattle, WA, 98186 | 0.48 | Name re-casedDate of birth unreadablePhone reformattedStreet suffix standardised+4 more |
| ENR-125627 | ENR | Carolyn W Ortiz | 1983-01-27 | UHC-39963-23 | 3958241399 | 4744 Cedar Ln, Miami, FL, 33179 | 0.48 | Phone reformattedMember ID reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-142646 | ENR | Cheryl Gibson | 1999-05-15 | UHC-20991-85 | 2944819018 | 6044 Willow Ct, Los Angeles, CA | 0.48 | Name re-casedTwo-digit birth yearPhone reformattedCity re-cased+4 more |
| ENR-100070 | ENR | Karen A Green | 1978-04-13 | UHC-50857-06 | 9763288295 | 6560 Ocean Ave, Chandler, AZ, 85253 | 0.48 | Name re-casedPhone reformattedSSN last four extractedStreet suffix standardised+4 more |
| ENR-141819 | ENR | Lawrence U Scott | 1993-10-27 | UHC-71983-42 | 3176523314 | 9111 Pine Dr, Chandler, AZ | 0.48 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| ENR-104393 | ENR | Ben Stewart | 1945-06-25 | UHC-28478-43 | 3314713960 | 2391 Willow Ct, Tempe, AZ | 0.48 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-136662 | ENR | Jeffrey B Hunter | 1974-07-13 | UHC-42787-34 | 3704064362 | 3234 Sage Ct, San Diego, CA, 92176 | 0.48 | Two-digit birth yearPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-123609 | ENR | Sophia Q Robertson | 1962-08-17 | UHC-54909-88 | 2744978695 | 7990 Church St, Atlanta, GA, 30395 | 0.48 | Two-digit birth yearPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-132323 | ENR | Scott M Singh | — | UHC-17288-43 | 7792045030 | 1717 Hillcrest Rd, Sacramento, CA, 95833 | 0.48 | Date of birth missingPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-108330 | ENR | Jason P Perez | 1944-06-15 | UHC-44943-11 | 9519651566 | 7980 Maple Ave, Fresno, CA | 0.48 | Name re-casedDate of birth reformattedPhone reformattedState name converted to code+4 more |
| ENR-129787 | ENR | Evelyn J Marshall | 1991-07-27 | UHC-36370-75 | — | 2509 Spring St, Atlanta, GA, 30321 | 0.48 | Name split from “Last, First”Date of birth reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-116294 | ENR | Brandon Munoz | — | UHC-58272-47 | — | 7696 Highland Ave, Tempe, AZ, 85265 | 0.48 | Name re-casedDate of birth unreadableStreet suffix standardisedAddress re-cased+4 more |
| ENR-140185 | ENR | Mateo Schultz | 1941-01-21 | UHC-87360-26 | 6732600593 | 7638 Ocean Ave, Denver, CO, 80286 | 0.48 | Name split from “Last, First”Date of birth reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-123966 | ENR | Noah Gutierrez | 2005-12-01 | UHC-54159-41 | 2576707157 | 179 Meadow Ln, Miami, FL, 33101 | 0.48 | Name re-casedTwo-digit birth yearPhone reformattedStreet suffix standardised+4 more |
| ENR-101511 | ENR | Harold P Austin | 1959-09-14 | UHC-07743-27 | 5329737801 | 2299 Main St Apt 31, Tempe, AZ | 0.48 | Name re-casedDate of birth reformattedPhone reformattedUnit split from street+4 more |
| ENR-142774 | ENR | Artthur X Howell | 1960-09-28 | UHC-88241-33 | — | 2865 Indian School Rd, Glendale, AZ | 0.48 | Name re-casedDate of birth reformattedPhone missing area codeStreet suffix standardised+4 more |
| ENR-117822 | ENR | Keith T Banks | 1959-07-01 | UHC-64031-66 | 4206415138 | 8804 Camelback Rd, Las Vegas, NV, 89171 | 0.48 | Date of birth reformattedPhone reformattedMember ID reformattedStreet suffix standardised+4 more |
| ENR-116553 | ENR | Jeremy J Vega | 1950-08-16 | UHC-56071-65 | 6758185989 | 1820 Park Pl, Sacramento, CA, 95869 | 0.48 | Name split from “Last, First”Middle initial moved out of first nameDate of birth reformattedPhone reformatted+4 more |
| ENR-112201 | ENR | Daniel T Pena | 1978-06-28 | UHC-03725-43 | 2566990956 | 9596 Meadow Ln, Los Angeles, CA, 90035 | 0.48 | Middle initial moved out of first namePhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-100176 | ENR | Betty Weaver | 1963-08-01 | UHC-27224-84 | 5137176082 | 662 Palm Dr, Glendale, AZ | 0.48 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-108475 | ENR | Jason S Ortiz | 1967-02-28 | UHC-90014-42 | 3334955952 | 6807 Highland Ave, Chandler, AZ | 0.48 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |