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, flag “SSN last four extracted”, lowest dq score first
| Record | Source | Name | DOB | Member ID | Phone | Address | Quality score | Flags |
|---|---|---|---|---|---|---|---|---|
| ENR-104786 | ENR | Dylan Long | 1960-07-19 | UHC-17533-10 | 3123143102 | 7418 Pine Dr, Sacramento, CA, 95808 | 0.82 | SSN last four extractedEmail lower-casedWhitespace trimmed |
| ENR-126498 | ENR | Gerald Hunter | 1976-08-21 | UHC-23416-82 | 5766572026 | 6553 Lincoln Way, Glendale, AZ, 85317 | 0.82 | Name re-casedPhone reformattedSSN last four extracted |
| CLM-401883 | CLM | Carl Boyd | 1943-03-19 | UHC-14674-10 | — | — | 0.82 | Date of birth reformattedSSN last four extractedPlaceholder values cleared |
| ENR-114024 | ENR | Omar Mithell | 1974-05-09 | UHC-58230-06 | — | 3506 Lake View Rd, San Antonio, TX, 78208 | 0.82 | SSN last four extractedWhitespace trimmedPlaceholder values cleared |
| ENR-132875 | ENR | Diana K Dean | 1970-06-22 | UHC-92926-13 | 5154529362 | 2271 Indian School Rd, Orlando, FL, 32852 | 0.82 | SSN last four extractedPlan code upper-casedWhitespace trimmed |
| ENR-109699 | ENR | Bran Le | 2007-01-23 | UHC-37994-02 | 2303241379 | 1142 Jefferson Ave, Nashville, TN, 37201 | 0.82 | Name re-casedSSN last four extractedPlaceholder values cleared |
| ENR-109700 | ENR | Bran Le | 2007-01-23 | UHC-37994-02 | 2303241379 | 1142 Jefferson Ave, Nashville, TN, 37201 | 0.82 | Name re-casedSSN last four extractedPlaceholder values cleared |
| TPA-50621 | TPA | Sophia Watkins | 1974-02-03 | — | — | — | 0.82 | SSN last four extractedWhitespace trimmedPlaceholder values cleared |
| ENR-128210 | ENR | Megan A Medina | 1944-10-12 | UHC-22001-33 | 3529675550 | 3116 Hillcrest Rd, Jacksonville, FL, 32245 | 0.82 | Date of birth reformattedMember ID reformattedSSN last four extracted |
| CLM-412638 | CLM | Evelyn Jacobs | 1950-09-04 | UHC-71656-05 | — | — | 0.82 | Date of birth reformattedSSN last four extractedPlaceholder values cleared |
| CLM-426555 | CLM | Julie Hughes | 1979-02-24 | — | 6147008135 | 3488 Grand Ave, Minneapolis, MN, 55427 | 0.82 | Phone reformattedSSN last four extractedPlaceholder values cleared |
| ENR-120000 | ENR | Terry Z Diaz | 2005-09-08 | UHC-25528-49 | — | 5482 Central Ave, Los Angeles, CA, 90006 | 0.82 | Date of birth reformattedSSN last four extractedPlaceholder values cleared |
| ENR-142336 | ENR | Katherine Kelly | 1938-08-01 | UHC-13415-79 | 8695592521 | 5787 Camelback Rd, Tempe, AZ, 85261 | 0.82 | Phone reformattedMember ID reformattedSSN last four extracted |
| ENR-131298 | ENR | George Gilbert | 1990-12-21 | UHC-16075-96 | 8126049356 | 5038 Ocean Ave, Seattle, WA, 98165 | 0.82 | Phone reformattedSSN last four extractedPlaceholder values cleared |
| ENR-119602 | ENR | Madison Wheeler | 1971-01-22 | UHC-77320-73 | 5496303576 | 1054 Market St, Fresno, CA, 93735 | 0.82 | Name re-casedPhone reformattedSSN last four extracted |
| CLM-427126 | CLM | Eugene F Phillips | 2004-12-09 | — | — | — | 0.82 | SSN last four extractedWhitespace trimmedPlaceholder values cleared |
| ENR-133618 | ENR | Martha Y Mitchell | 1967-06-15 | UHC-13759-17 | 2193876802 | 7494 Baseline Rd, Mesa, AZ, 85291 | 0.82 | Name re-casedPhone reformattedSSN last four extracted |
| CLM-400640 | CLM | Billy G Jacobs | 1959-06-28 | — | 4913229878 | 8915 Willow Ct, Tampa, FL, 33614 | 0.82 | Phone reformattedSSN last four extractedPlaceholder values cleared |
| ENR-105913 | ENR | Jonathan V Cunningham | 1988-01-15 | UHC-32520-91 | — | 8972 Union St, Minneapolis, MN, 55470 | 0.82 | SSN last four extractedWhitespace trimmedPlaceholder values cleared |
| TPA-61712 | TPA | Gary Collns | 1978-09-17 | — | — | 3518 Mountain View Dr, Los Angeles, CA, 90037 | 0.82 | Date of birth reformattedSSN last four extractedPlaceholder values cleared |
| ENR-137103 | ENR | Arjun Q Flores | 1999-02-16 | UHC-44900-25 | 4325571777 | 8217 Union St, Tempe, AZ, 85277 | 0.82 | Name re-casedSSN last four extractedPlaceholder values cleared |
| PRV-20486 | PRV | David Graham | 2003-09-12 | UHC-28829-66 | 9077284379 | 2470 Lincoln Way, Plano, TX, 75031 | 0.82 | Phone reformattedSSN last four extractedPlaceholder values cleared |
| CLM-404176 | CLM | Willie Price | 1946-06-09 | UHC-51717-16 | 6119984074 | — | 0.82 | Date of birth reformattedSSN last four extractedPlaceholder values cleared |
| ENR-102627 | ENR | Wood Wei | 1999-07-20 | UHC-75274-07 | 8375532919 | — | 0.82 | Name re-casedSSN last four extractedPlaceholder values cleared |
| ENR-136101 | ENR | Ann K Silva | 1967-02-28 | UHC-80435-97 | 4397147845 | 924 Desert Sky Blvd, San Diego, CA, 92117 | 0.82 | Name re-casedPhone reformattedSSN last four extracted |
| ENR-100713 | ENR | Amanda O Rice | 1982-08-02 | UHC-69443-51 | 6555357007 | 6243 Lake View Rd, Minneapolis, MN, 55444 | 0.82 | Phone reformattedSSN last four extractedEmail lower-cased |
| CLM-418407 | CLM | Sharon Greene | 1982-12-09 | — | — | — | 0.82 | SSN last four extractedWhitespace trimmedPlaceholder values cleared |
| ENR-124816 | ENR | Adam W Ortega | 1967-06-08 | UHC-25173-52 | 8585875028 | 8102 Mountain View Dr, Orlando, FL, 32855 | 0.82 | Phone reformattedSSN last four extractedCity re-cased |
| CLM-405368 | CLM | Roy Sullivan | 2003-08-27 | UHC-76918-42 | — | 8596 Apache Blvd, Las Vegas, NV, 89138 | 0.82 | Date of birth reformattedSSN last four extractedPlaceholder values cleared |
| ENR-124954 | ENR | Patrick K Ford | 1991-01-12 | UHC-72154-88 | 9043307144 | 6567 Mountain View Dr, Mesa, AZ, 85235 | 0.82 | SSN last four extractedCity re-casedPlaceholder values cleared |
| ENR-119941 | ENR | Aaron A Webb | 1951-01-24 | UHC-18647-43 | 3763304503 | 4854 Forest Ave, Phoenix, AZ, 85084 | 0.82 | SSN last four extractedWhitespace trimmedPlaceholder values cleared |
| CLM-400985 | CLM | George Rios | 1974-11-12 | UHC-27407-51 | — | 6504 Valley View Dr, Austin, TX, 78707 | 0.82 | Name re-casedSSN last four extractedWhitespace trimmed |
| CLM-412571 | CLM | Noah Sims | 2002-05-14 | — | — | 7793 Harbor Blvd, Chandler, AZ, 85215 | 0.82 | SSN last four extractedWhitespace trimmedPlaceholder values cleared |
| ENR-134423 | ENR | Kelly K Mitchell | 1991-07-13 | UHC-46965-75 | 2523108532 | 256 Sunset Blvd, Seattle, WA, 98147 | 0.82 | Phone reformattedSSN last four extractedEmail lower-cased |
| ENR-107613 | ENR | Ralph H Gibson | 1946-06-11 | UHC-67040-22 | 7784826524 | 4521 Lincoln Way, Columbus, OH, 43281 | 0.82 | Phone reformattedSSN last four extractedCity re-cased |
| CLM-430203 | CLM | Hannah Flores | 1954-07-12 | UHC-13128-47 | — | 7702 Main St, Minneapolis, MN, 55432 | 0.82 | Name re-casedSSN last four extractedPlaceholder values cleared |
| CLM-430204 | CLM | Hannah Flores | 1954-07-12 | UHC-13128-47 | — | 7702 Main St, Minneapolis, MN, 55432 | 0.82 | Name re-casedSSN last four extractedPlaceholder values cleared |
| CLM-420292 | CLM | Camila L Dixon | 1981-03-08 | UHC-81895-02 | — | — | 0.82 | SSN last four extractedWhitespace trimmedPlaceholder values cleared |
| TPA-51220 | TPA | Lawrence J Morgan | 1970-05-27 | — | — | — | 0.82 | Name re-casedSSN last four extractedPlaceholder values cleared |
| CLM-406883 | CLM | Keith Dixon | 2004-09-02 | UHC-86166-19 | — | — | 0.82 | Name re-casedSSN last four extractedPlaceholder values cleared |
| CLM-420731 | CLM | Ashley Shaw | 1989-09-26 | UHC-49013-03 | — | 3813 Indian School Rd, Houston, TX, 77046 | 0.82 | Date of birth reformattedSSN last four extractedPlaceholder values cleared |
| CLM-413480 | CLM | Carol Gonzalez | 1989-12-08 | — | — | — | 0.82 | Name re-casedSSN last four extractedPlaceholder values cleared |
| ENR-124294 | ENR | Eric N Hunt | 1981-12-10 | UHC-73011-66 | 6843580013 | 7141 Sunset Blvd, Dallas, TX, 75227 | 0.82 | SSN last four extractedWhitespace trimmedPlaceholder values cleared |
| ENR-139676 | ENR | Carol N Olson | 1943-01-24 | UHC-73394-99 | 4044328857 | 541 Willow Ct, Charlotte, NC, 28213 | 0.82 | SSN last four extractedPlan code upper-casedWhitespace trimmed |
| TPA-64357 | TPA | George N Coleman | 1939-05-05 | UHC-22944-32 | — | 7711 Valley View Dr, Sacramento, CA, 95896 | 0.82 | Name re-casedSSN last four extractedPlaceholder values cleared |
| TPA-63597 | TPA | Elizabeth Oliver | 1980-04-09 | — | — | — | 0.82 | Name re-casedSSN last four extractedPlaceholder values cleared |
| ENR-120094 | ENR | Frank Rommero | 1972-06-16 | UHC-14499-44 | 5428787390 | 3613 Mesa Dr, Sacramento, CA, 95840 | 0.82 | Name re-casedSSN last four extractedPlaceholder values cleared |
| TPA-57938 | TPA | Kevin Cole | 1961-02-14 | — | 4152227207 | 2813 Market St, Eden Prairie, MN, 55329 | 0.82 | SSN last four extractedWhitespace trimmedPlaceholder values cleared |
| TPA-52225 | TPA | Brian Little | 1946-02-09 | UHC-65114-56 | — | — | 0.82 | Date of birth reformattedSSN last four extractedPlaceholder values cleared |
| ENR-125273 | ENR | Nancy H Dixon | 1946-03-13 | UHC-18593-21 | 7704212054 | 9305 Ridge Rd, Charlotte, NC, 28215 | 0.82 | Phone reformattedSSN last four extractedWhitespace trimmed |