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 |
|---|---|---|---|---|---|---|---|---|
| TPA-52564 | TPA | Eugene Foster | 1959-03-24 | UHC-01745-69 | 6856886984 | 6273 Central Ave, Sacramento, CA, 95833 | 0.48 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| CLM-425990 | CLM | Debra Marshall | 2003-04-13 | UHC-06922-26 | — | 5514 Canyon Rd, Seattle, WA, 98135 | 0.48 | Name re-casedTwo-digit birth yearSSN last four extractedStreet suffix standardised+4 more |
| ENR-113646 | ENR | Albert E Dixon | — | UHC-57246-87 | 2043815694 | 5441 Market St, Mesa, AZ, 85233 | 0.48 | Name split from “Last, First”Date of birth unreadablePhone reformattedStreet suffix standardised+4 more |
| PRV-27234 | PRV | Eugene A Robertson | 2001-11-10 | UHC-32080-48 | 5536563521 | 8505 Palm Dr Apt 22, Columbus, OH, 43265 | 0.48 | Name re-casedPhone reformattedUnit split from streetStreet suffix standardised+4 more |
| ENR-121911 | ENR | Sandra D Burton | 1964-05-14 | UHC-01994-05 | 9405487806 | 8931 Lake View Rd, Sacramento, CA, 95831 | 0.48 | Name split from “Last, First”Street suffix standardisedAddress re-casedCity re-cased+4 more |
| CLM-409856 | CLM | Eric Fisher | 1942-10-10 | UHC-76932-93 | — | 799 Lake View Rd, Chandler, AZ, 85244 | 0.48 | Name split from “Last, First”Date of birth reformattedStreet suffix standardisedAddress re-cased+4 more |
| TPA-57015 | TPA | Lori Gibson | 1960-08-15 | — | 8174259575 | 8161 Ridge Rd, Austin, TX, 78715 | 0.48 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-142407 | ENR | Austin Mitchell | 1991-12-18 | UHC-30117-53 | 6364475533 | 8198 Lake View Rd, Minneapolis, MN, 55450 | 0.48 | Name re-casedStreet suffix standardisedAddress re-casedState code upper-cased+4 more |
| ENR-101108 | ENR | Stephen Castro | 2002-08-08 | UHC-57755-77 | 6593123326 | 4293 Spring St Apt 4, Jacksonville, FL, 32244 | 0.48 | Date of birth reformattedPhone reformattedUnit split from streetStreet suffix standardised+4 more |
| ENR-122522 | ENR | Martha Davsi | 2007-05-17 | UHC-17115-19 | 5772209752 | 9349 Hillcrest Rd, Dallas, TX, 75258 | 0.48 | Phone reformattedStreet suffix standardisedAddress re-casedCity re-cased+4 more |
| ENR-128264 | ENR | Maria Salazar | 1973-12-13 | UHC-61139-77 | — | 2905 Harbor Blvd, Las Vegas, NV, 89192 | 0.48 | Name re-casedTwo-digit birth yearStreet suffix standardisedAddress re-cased+4 more |
| ENR-122166 | ENR | Albert L Santtos | 1956-12-07 | UHC-81733-66 | — | 8286 Harbor Blvd, Mesa, AZ, 85246 | 0.48 | Middle initial moved out of first nameName re-casedDate of birth reformattedPhone missing area code+4 more |
| CLM-405886 | CLM | Ethan R Robertson | — | — | 5363302824 | 4600 Canyon Rd, Seattle, WA, 98106 | 0.48 | Name re-casedDate of birth unreadablePhone reformattedStreet suffix standardised+4 more |
| PRV-24966 | PRV | Danielle Garza | — | UHC-79202-96 | 9648631091 | 2118 Desert Sky Blvd, Charlotte, NC, 28241 | 0.48 | Name re-casedDate of birth unreadablePhone reformattedStreet suffix standardised+4 more |
| CLM-423457 | CLM | Justin Shaw | 1942-04-02 | UHC-89927-08 | — | 5769 Oak St, Las Vegas, NV, 89112 | 0.48 | Name re-casedDate of birth reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-138301 | ENR | Sandra Barnes | 1941-11-11 | UHC-80935-12 | 8986438361 | 7153 Bayshore Dr, Houston, TX, 77031 | 0.48 | Name split from “Last, First”Date of birth reformattedMember ID reformattedSSN last four extracted+4 more |
| ENR-139943 | ENR | Sophia Welch | 1938-07-16 | UHC-08969-87 | 8303198136 | 9297 Church St, San Diego, CA, 92171 | 0.48 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| CLM-415689 | CLM | —Junk | 1946-11-15 | UHC-44057-31 | 5523088024 | 1746 Mountain View Dr, Phoenix, AZ, 85003 | 0.48 | Date of birth reformattedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-127833 | ENR | Alexis Payne | 1960-09-09 | UHC-05678-36 | 8432121327 | 309 Indian School Rd, Phoenix, AZ, 85062 | 0.48 | Name re-casedPhone reformattedSSN last four extractedStreet suffix standardised+4 more |
| ENR-133150 | ENR | Shirley Thomas | 1950-01-03 | UHC-75591-40 | 8914942053 | 4157 Jefferson Ave # 452, San Diego, CA, 92155 | 0.48 | Phone reformattedUnit split from streetStreet suffix standardisedAddress re-cased+4 more |
| PRV-20746 | PRV | Diana Bennett | 1964-09-14 | UHC-02217-16 | 6489880225 | 7866 Sunset Blvd, Minneapolis, MN, 55487 | 0.48 | Name split from “Last, First”Phone reformattedStreet suffix standardisedAddress re-cased+4 more |
| PRV-24853 | PRV | Joshua M Gibson | 1945-05-01 | UHC-44042-29 | 9446388631 | 5857 Oak St, Nashville, TN, 37254 | 0.48 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-107859 | ENR | Brandon Price | — | UHC-79134-71 | 7012471474 | 5569 Desert Sky Blvd, Orlando, FL, 32854 | 0.48 | Name re-casedDate of birth missingStreet suffix standardisedAddress re-cased+4 more |
| ENR-114089 | ENR | Keith B Olson | 2006-03-05 | UHC-20417-55 | 9494048924 | 500 Highland Ave, Sacramento, CA, 95828 | 0.48 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| PRV-27444 | PRV | Jonathan Dixon | 1985-03-13 | UHC-49534-89 | 7266920868 | 6319 Ridge Rd, Minneapolis, MN, 55411 | 0.48 | Name re-casedTwo-digit birth yearPhone reformattedStreet suffix standardised+4 more |
| ENR-137373 | ENR | Tyler Y Peters | 2001-11-01 | UHC-32643-22 | — | 1544 Market St Apt 35, Fresno, CA, 93738 | 0.48 | Name re-casedUnit split from streetStreet suffix standardisedAddress re-cased+4 more |
| CLM-407204 | CLM | Janet Boyd | 1976-01-03 | — | 7848160075 | 711 Desert Sky Blvd, Nashville, TN, 37271 | 0.48 | Name re-casedTwo-digit birth yearPhone reformattedStreet suffix standardised+4 more |
| ENR-109380 | ENR | John S Torres | 2008-07-24 | UHC-17063-48 | 8363736047 | 8454 Forest Ave, Tucson, AZ, 85746 | 0.48 | Phone reformattedMember ID reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-102162 | ENR | Garrett W Susan | 2002-01-01 | UHC-37392-40 | 4938965197 | 4354 Willow Ct # 729, Tempe, AZ, 85277 | 0.48 | Name re-casedPhone reformattedUnit split from streetStreet suffix standardised+4 more |
| ENR-135994 | ENR | Lisa F Evans | 1994-05-23 | UHC-03457-44 | 6116961911 | 3982 Willow Ct, Los Angeles, CA, 90056 | 0.48 | Date of birth reformattedMember ID reformattedStreet suffix standardisedAddress re-cased+4 more |
| PRV-21642 | PRV | Carol Gonzalez | 1955-10-09 | UHC-52139-69 | — | 6918 Desert Sky Blvd # 784, Minneapolis, MN | 0.48 | Date of birth reformattedMember ID reformattedUnit split from streetStreet suffix standardised+4 more |
| ENR-115767 | ENR | Alexander S Andrews | 1968-12-21 | UHC-09924-10 | 5906401615 | 9048 Central Ave, Chandler, AZ | 0.48 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| CLM-401868 | CLM | Nicholas K Andrews | 1985-11-19 | — | — | 4409 Lincoln Way, Dallas, TX | 0.48 | Name split from “Last, First”Date of birth reformattedStreet suffix standardisedAddress re-cased+4 more |
| CLM-401869 | CLM | Nicholas K Andrews | 1985-11-19 | — | — | 4409 Lincoln Way, Dallas, TX | 0.48 | Name split from “Last, First”Date of birth reformattedStreet suffix standardisedAddress re-cased+4 more |
| CLM-412689 | CLM | Isabella P Wilson | — | UHC-32664-98 | 2785996102 | 8501 Spring St, San Diego, CA, 92113 | 0.48 | Date of birth unreadablePhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-126564 | ENR | Wei Gomez | 2005-03-13 | UHC-05045-78 | 2609743152 | 3593 Ocean Ave Apt 16, Austin, TX, 78708 | 0.48 | Name re-casedPhone reformattedUnit split from streetStreet suffix standardised+4 more |
| ENR-133355 | ENR | Stephen Cox | 1959-07-01 | UHC-59464-99 | 2769647516 | 2758 Mountain View Dr, Gilbert, AZ, 85227 | 0.48 | Name split from “Last, First”Date of birth reformattedPhone reformattedMember ID reformatted+4 more |
| ENR-130966 | ENR | Abigail F Vazquez | — | UHC-89341-24 | 3833353453 | 6140 Pine Dr, Austin, TX, 78747 | 0.48 | Name re-casedDate of birth missingPhone reformattedStreet suffix standardised+4 more |
| PRV-25032 | PRV | Judith B Cunningham | 1999-05-20 | — | 8107094477 | 2252 Mesa Dr, Minneapolis, MN | 0.48 | Name re-casedPhone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-118094 | ENR | Carlos Carpennter | 2008-06-12 | UHC-93262-81 | 4753030901 | 833 Canyon Rd # 692, Scottsdale, AZ, 85207 | 0.48 | Name re-casedPhone reformattedUnit split from streetStreet suffix standardised+4 more |
| CLM-420023 | CLM | Ashley Grrett | 1975-10-05 | UHC-61998-34 | — | 5074 Sage Ct, Phoenix, AZ, 85000 | 0.48 | Name re-casedMember ID reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-131276 | ENR | Mari Q Jenkins | 2006-04-01 | UHC-85849-89 | 7118276384 | 2486 Mountain View Dr # 977, Jacksonville, FL, 32232 | 0.48 | Date of birth reformattedPhone reformattedMember ID reformattedUnit split from street+4 more |
| ENR-129823 | ENR | Carlos I Evans | 1979-12-27 | UHC-89882-16 | 6617140876 | 9503 Desert Sky Blvd, Plano, TX, 75067 | 0.48 | Name re-casedStreet suffix standardisedAddress re-casedCity re-cased+4 more |
| ENR-129822 | ENR | Carlos I Evans | 1979-12-27 | UHC-89882-16 | 6617140876 | 9503 Desert Sky Blvd, Plano, TX, 75067 | 0.48 | Name re-casedStreet suffix standardisedAddress re-casedCity re-cased+4 more |
| ENR-109324 | ENR | Nathan Schultz | 1968-02-18 | UHC-02679-13 | 4438045596 | 4204 Highland Ave, Miami, FL, 33144 | 0.48 | Name re-casedDate of birth reformattedPhone reformattedStreet suffix standardised+4 more |
| CLM-411339 | CLM | Anthony Hill | 2003-07-19 | UHC-15437-91 | — | 7834 Palm Dr Apt 26, Mesa, AZ | 0.48 | Name re-casedDate of birth reformattedUnit split from streetStreet suffix standardised+4 more |
| PRV-25707 | PRV | Gloria Q Ross | 1983-08-24 | UHC-95778-74 | 4184247281 | 4616 Forest Ave, Minneapolis, MN, 55498 | 0.48 | Name split from “Last, First”Phone reformattedStreet suffix standardisedAddress re-cased+4 more |
| ENR-133743 | ENR | Stephanie Chapman | — | — | 6256883610 | 7839 Main St, Gilbert, AZ, 85262 | 0.48 | Name re-casedDate of birth unreadableStreet suffix standardisedAddress re-cased+4 more |
| ENR-111047 | ENR | Jacob Aams | — | UHC-55116-75 | 6324990118 | 5341 Oak St, Minneapolis, MN, 55456 | 0.48 | Name split from “Last, First”Date of birth unreadablePhone reformattedStreet suffix standardised+4 more |
| ENR-103688 | ENR | Willie G Rodriguez | 1970-07-01 | UHC-23786-86 | 3814148745 | 8066 Camelback Rd, Plano, TX, 75091 | 0.48 | Name split from “Last, First”Phone reformattedStreet suffix standardisedAddress re-cased+4 more |