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
Provider network, lowest dq score first
| Record | Source | Name | DOB | Member ID | Phone | Address | Quality score | Flags |
|---|---|---|---|---|---|---|---|---|
| PRV-23210 | PRV | Fatima Collnis | 1999-12-24 | UHC-63611-25 | 6343053581 | 9073 Lincoln Way, Denver, CO, 80205 | 0.94 | Name re-casedPhone reformattedPlaceholder values cleared |
| PRV-24634 | PRV | Lisa R Warren | 1987-03-08 | — | 6814286068 | 1800 Lincoln Way, Austin, TX, 78786 | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-25365 | PRV | Laura Banks | 1969-10-15 | UHC-77350-19 | 6505823891 | — | 0.94 | Name re-casedPhone reformattedPlaceholder values cleared |
| PRV-20821 | PRV | Noah Chapman | 2002-04-15 | UHC-65294-57 | — | 397 Palm Dr, Phoenix, AZ, 85078 | 0.94 | Name re-casedDate of birth reformattedPlaceholder values cleared |
| PRV-24902 | PRV | Frances Black | 1973-01-08 | — | 7653643713 | — | 0.94 | Name re-casedPhone reformattedPlaceholder values cleared |
| PRV-29542 | PRV | Carolyn Arnold | 1961-01-28 | UHC-76261-12 | 9093511403 | 5629 Broadway, Dallas, TX, 75254 | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-26827 | PRV | Jonathan V Santiago | 1966-04-23 | UHC-29521-60 | 4828510911 | — | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-26794 | PRV | Bobby Powell | 1941-09-10 | — | 5786488115 | — | 0.94 | Name re-casedPhone reformattedPlaceholder values cleared |
| PRV-20331 | PRV | Carolyn Collins | 2001-07-24 | UHC-87961-21 | 8929038071 | 7280 Palm Dr, Gilbert, AZ, 85261 | 0.94 | Date of birth reformattedPhone reformattedPlaceholder values cleared |
| PRV-20784 | PRV | Nick Q Simpson | 1952-11-28 | UHC-41916-76 | 4854792555 | — | 0.94 | Date of birth reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-24440 | PRV | Doris Ramirez | 1991-07-19 | — | 4274431939 | — | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-21650 | PRV | Linda Garrett | 1940-12-15 | — | — | 2449 Broadway, Gilbert, AZ, 85229 | 0.94 | City re-casedWhitespace trimmedPlaceholder values cleared |
| PRV-20048 | PRV | Ruuth Ferguson | 1945-10-09 | UHC-17845-36 | — | 9177 Jefferson Ave, Mesa, AZ, 85248 | 0.94 | Name re-casedCity re-casedPlaceholder values cleared |
| PRV-24651 | PRV | Lucia W Russell | 2001-11-13 | — | 6595649114 | 3497 Oak St, Tampa, FL, 33652 | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-24080 | PRV | Mei Q Lane | 1963-07-23 | — | 2832281350 | 6232 Hillcrest Rd, Las Vegas, NV, 89186 | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-22108 | PRV | Dylan Watkins | 2007-10-27 | UHC-44967-83 | 8029169881 | — | 0.94 | Name re-casedPhone reformattedPlaceholder values cleared |
| PRV-24515 | PRV | Brandon G Rivera | 1991-04-07 | — | 7735521965 | 5041 Jefferson Ave, Glendale, AZ, 85328 | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-26612 | PRV | Kyle Q Castillo | 1959-12-21 | — | 6406022389 | 4313 Grand Ave, Tempe, AZ, 85299 | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-21587 | PRV | Denise Sanders | 1951-02-16 | — | 3047637656 | 6705 Meadow Ln, Columbus, OH, 43288 | 0.94 | Name re-casedPhone reformattedPlaceholder values cleared |
| PRV-22126 | PRV | Janet Boyd | 1976-01-03 | — | 7848160075 | 711 Desert Sky Blvd, Nashville, TN, 37271 | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-22494 | PRV | Brandon Kim | 2005-03-05 | UHC-49210-04 | — | 9353 Church St, San Diego, CA, 92173 | 0.94 | Name re-casedWhitespace trimmedPlaceholder values cleared |
| PRV-24427 | PRV | Mariana Robertson | 2004-08-20 | UHC-59750-05 | 8417085404 | 5340 Desert Sky Blvd, Denver, CO, 80211 | 0.94 | Phone reformattedEmail lower-casedPlaceholder values cleared |
| PRV-26877 | PRV | James S Smith | 1960-09-01 | UHC-01630-29 | 2886349456 | — | 0.94 | Name re-casedPhone reformattedPlaceholder values cleared |
| PRV-26403 | PRV | Mariana Austin | 1967-10-15 | — | 7875392929 | — | 0.94 | Name re-casedWhitespace trimmedPlaceholder values cleared |
| PRV-23377 | PRV | Bobby Larson | 1962-09-04 | UHC-61479-77 | 4979428180 | 1609 Pine Dr, Fresno, CA, 93785 | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-29250 | PRV | Brandon S Flores | 2001-04-20 | — | 2988795108 | 9616 Apache Blvd, Mesa, AZ, 85232 | 0.94 | Name re-casedPhone reformattedPlaceholder values cleared |
| PRV-24990 | PRV | Ann P Brown | 1983-09-08 | UHC-30609-35 | 5488779910 | 9844 Meadow Ln, Gilbert, AZ, 85214 | 0.94 | Phone reformattedEmail lower-casedPlaceholder values cleared |
| PRV-25361 | PRV | Douglas Colins | 1941-10-14 | — | 2613013363 | — | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-24553 | PRV | Aaron Fisher | 1993-10-26 | UHC-39898-77 | 5736658265 | — | 0.94 | Phone reformattedPlan code upper-casedPlaceholder values cleared |
| PRV-26912 | PRV | Meegan Snyder | 1964-08-06 | UHC-93058-54 | 7374686179 | — | 0.94 | Name re-casedWhitespace trimmedPlaceholder values cleared |
| PRV-27625 | PRV | Raymond Jenkins | 2004-03-16 | — | 9199131442 | 669 Washington St, Plano, TX, 75097 | 0.94 | Date of birth reformattedPhone reformattedPlaceholder values cleared |
| PRV-22282 | PRV | Luis Carroll | 1979-11-15 | — | 8144802323 | 2872 Lincoln Way, Denver, CO, 80262 | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-25368 | PRV | Wei J Peterson | 1974-10-10 | — | 3308951114 | 1262 Grand Ave, Dallas, TX, 75257 | 0.94 | Date of birth reformattedPhone reformattedPlaceholder values cleared |
| PRV-22918 | PRV | Fatima Simmons | 1999-03-09 | UHC-08560-99 | — | 388 Church St, Columbus, OH, 43239 | 0.94 | Date of birth reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-22629 | PRV | Walter Clark | 1980-03-06 | — | — | 3926 Lincoln Way, Jacksonville, FL, 32298 | 0.94 | Name re-casedDate of birth reformattedPlaceholder values cleared |
| PRV-27348 | PRV | Alexis Hughes | 2001-06-10 | UHC-70657-25 | — | 1856 Union St, Fresno, CA, 93718 | 0.94 | Name re-casedWhitespace trimmedPlaceholder values cleared |
| PRV-22729 | PRV | Jordan Baker | 1991-11-22 | UHC-78101-68 | 8214934284 | 4551 Broadway, Tucson, AZ, 85779 | 0.94 | Name re-casedWhitespace trimmedPlaceholder values cleared |
| PRV-26513 | PRV | Vincent Campbell | 1982-11-20 | UHC-21729-18 | 3137257856 | 6665 Pine Dr, San Antonio, TX, 78254 | 0.94 | Name re-casedPhone reformattedPlaceholder values cleared |
| PRV-22424 | PRV | Bobby Taylor | 1980-04-28 | — | 8038483258 | 7916 Forest Ave, Tucson, AZ, 85796 | 0.94 | Phone reformattedWhitespace trimmedPlaceholder values cleared |
| PRV-27595 | PRV | Marc Thompson | 1996-04-15 | UHC-71607-73 | 4012247216 | — | 0.94 | Name re-casedWhitespace trimmedPlaceholder values cleared |
| PRV-29326 | PRV | Diego Evans | 1964-06-28 | UHC-07580-34 | 4486606449 | 5946 Mountain View Dr, Eden Prairie, MN, 55392 | 0.94 | Name re-casedDate of birth reformattedPhone reformatted |
| PRV-24900 | PRV | Sophia Guerrero | 1972-06-06 | UHC-35263-16 | 3778730768 | 1068 Grand Ave, Charlotte, NC, 28226 | 0.94 | Name re-casedCity re-casedPlaceholder values cleared |
| PRV-20503 | PRV | Joan Gilbert | 1953-12-03 | — | 5588143784 | 6465 Willow Ct, Glendale, AZ, 85319 | 0.94 | Date of birth reformattedPhone reformattedPlaceholder values cleared |
| PRV-28013 | PRV | Richard Graham | 1940-08-21 | — | 4572195228 | 9332 Camelback Rd, Tempe, AZ, 85243 | 0.94 | Phone reformattedEmail lower-casedPlaceholder values cleared |
| PRV-26353 | PRV | Luna Gregory | 1953-02-15 | UHC-66734-89 | 2355268108 | — | 0.94 | Name re-casedPhone reformattedPlaceholder values cleared |
| PRV-25563 | PRV | Randy Z Fisher | 1984-01-26 | — | 8405547906 | — | 0.94 | Date of birth reformattedPhone reformattedPlaceholder values cleared |
| PRV-22791 | PRV | Stephen K Sto | 1940-05-05 | UHC-60749-62 | 9545157177 | 3987 Sage Ct, Columbus, OH, 43295 | 0.94 | Phone reformattedCity re-casedPlaceholder values cleared |
| PRV-26422 | PRV | Linda Schultz | 1945-04-21 | UHC-13050-52 | 3286375608 | 4397 Church St, Los Angeles, CA, 90027 | 0.94 | Phone reformattedState code upper-casedPlaceholder values cleared |
| PRV-27714 | PRV | Marquez N Judith | 1949-05-07 | — | 7203739346 | — | 0.94 | Name re-casedPhone reformattedPlaceholder values cleared |
| PRV-25362 | PRV | Kayla Perez | 1964-12-11 | — | 3612084240 | — | 0.94 | Name re-casedDate of birth reformattedPlaceholder values cleared |