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 cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Third-party administrator, flag “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-63958	TPA	Yuki Park	2003-04-23	—	—	6274 Camelback Rd, Tampa, FL, 33696	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-52411	TPA	Roger Porter	1992-03-10	—	—	5095 Ridge Rd, Chandler, AZ, 85256	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54956	TPA	Donna James	2006-06-08	UHC-73198-99	—	6962 Mesa Dr, Miami, FL, 33154	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-60220	TPA	Frances Guerrero	1985-09-19	—	8577465785	5198 Main St, Mesa, AZ, 85261	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-59266	TPA	Lucia Smith	1964-01-03	—	—	980 Ridge Rd, Austin, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55102	TPA	Maria Snyder	1966-05-27	—	8448780896	5805 Mountain View Dr, Denver, CO	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63463	TPA	Wayne Morris	1956-06-07	—	—	6002 Baseline Rd, Charlotte, NC, 28297	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-51678	TPA	Scott Soto	1974-04-19	UHC-72076-66	—	9872 Hillcrest Rd, Plano, TX, 75085	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
TPA-59526	TPA	William Olson	1938-04-23	—	8426823112	2655 Park Pl, Charlotte, NC, 28270	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64331	TPA	Pamela Alvarao	2003-01-04	—	—	144 Mountain View Dr # 461, Eden Prairie, MN, 55355	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-62622	TPA	Samuel Medina	1943-08-15	—	8734718945	1746 Grand Ave # 589, Sacramento, CA, 95807	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-51541	TPA	Joyce Wang	1980-08-14	UHC-08056-64	3296635105	2091 Pine Dr, Tucson, AZ, 85787	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54539	TPA	Lucia Q Owens	1974-11-22	—	—	2627 Desert Sky Blvd, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63576	TPA	Hiroshi G Wright	1959-12-12	—	—	2169 Main St Apt 32, Chandler, AZ, 85272	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-59475	TPA	Virginia Schmidt	1967-09-09	—	8933198397	9250 Forest Ave, Seattle, WA, 98146	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64202	TPA	Gabrriel Z Estrada	1993-02-15	UHC-77015-81	—	2383 Palm Dr, Eden Prairie, MN, 55312	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
TPA-60370	TPA	Joseph Reid	1944-04-11	—	—	9792 Pine Dr, Minneapolis, MN, 55464	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62431	TPA	Jack Bishop	—	UHC-95340-02	—	411 Washington St, San Antonio, TX, 78280	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-52538	TPA	Elijah Sims	1991-05-19	—	3354668249	2636 Highland Ave, Sacramento, CA, 95889	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-64372	TPA	Charlotte Ross	2004-10-21	—	—	3803 Willow Ct, Houston, TX, 77017	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-56105	TPA	Nicholas Bowman	1965-06-26	—	9727230482	8128 Harbor Blvd, Nashville, TN	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50363	TPA	Angela Yang	1970-01-18	—	9816019278	7662 Oak St, Austin, TX, 78702	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-58604	TPA	Philip Ferguson	—	—	3482670324	8344 Park Pl, Houston, TX, 77036	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57436	TPA	Mike Barnes	1951-12-12	—	2883789898	8521 Desert Sky Blvd Apt 9, Jacksonville, FL, 32220	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-64208	TPA	Valentina Diaz	1942-03-10	—	8394147263	8551 Indian School Rd Apt 35, Mesa, AZ, 85238	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-58306	TPA	Bobby Berry	1941-04-01	UHC-07304-71	3845984149	6469 Valley View Dr, Glendale, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-61456	TPA	Mariana Fernandez	1951-12-05	—	3897127054	3623 Pine Dr Apt 30, Charlotte, NC, 28208	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-51153	TPA	Deb Johnson	1978-06-01	—	5339564622	2676 Grand Ave, Tampa, FL, 33681	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64166	TPA	Brittany Garrett	1970-01-05	UHC-07264-35	5703683388	3896 Hillcrest Rd, Los Angeles, CA, 90031	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53739	TPA	Evelyn Valdez	1959-09-19	—	—	607 Highland Ave Apt 38, San Antonio, TX, 78255	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-56731	TPA	Bradley Lopez	2005-02-24	—	—	5000 Central Ave, Denver, CO, 80235	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62228	TPA	Aisha Burns	1974-10-07	—	—	4453 Forest Ave, Dallas, TX, 75244	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-55053	TPA	Martha Ellis	1950-12-09	—	—	2887 Highland Ave, Charlotte, NC, 28292	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-63152	TPA	Ashley Coleman	1950-09-15	—	8938616922	4299 Washington St, Los Angeles, CA, 90057	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58870	TPA	Loan Gardner	1946-06-26	—	5898706565	6261 Washington St, San Antonio, TX, 78256	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-59027	TPA	Martha Salazar	1982-06-10	—	—	1310 Forest Ave, Orlando, FL, 32859	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58377	TPA	Amanda Campbell	1968-08-28	—	—	5649 Camelback Rd, Mesa, AZ, 85295	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51935	TPA	Benjamin Bowman	1992-05-21	—	—	8468 Willow Ct, Columbus, OH, 43269	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61485	TPA	Christian Salazar	2005-12-25	—	—	6140 Elm St, Columbus, OH, 43202	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-55337	TPA	Benjamin Shaw	1993-05-24	—	6359194924	2003 Central Ave, Jacksonville, FL, 32216	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52893	TPA	Walter Matthews	1978-05-04	—	2606754924	6009 Spring St, San Antonio, TX, 78215	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-52509	TPA	Olivia U Chavez	1973-01-15	—	—	5964 Meadow Ln, Atlanta, GA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54557	TPA	Christian Griffin	2008-04-24	—	—	3553 Highland Ave Apt 33, Glendale, AZ, 85351	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-61041	TPA	Patricia Martin	1947-04-24	—	—	1060 Desert Sky Blvd, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-64294	TPA	Alan Estrada	1981-01-01	—	—	7463 Canyon Rd, Dallas, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53501	TPA	Dylen B Santiago	1991-06-20	—	3844409452	8719 Pine Dr, Atlanta, GA, 30368	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59176	TPA	Doris Bradley	1946-08-01	—	—	158 Cedar Ln, Orlando, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60787	TPA	Douglas Yang	—	UHC-55719-11	—	1930 Indian School Rd, Eden Prairie, MN, 55314	0.62	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-51358	TPA	Katherine S Williamson	1974-04-22	—	3783171459	5607 Central Ave, Plano, TX, 75075	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-55838	TPA	Susan King	1980-11-07	—	—	7530 Apache Blvd, Scottsdale, AZ, 85212	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

7,854 rows, page 40 of 158Previous Next