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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-61152	TPA	Philip Hunt	1940-12-03	—	9853716230	3806 Forest Ave, Denver, CO, 80280	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-63993	TPA	Anna Rice	1938-09-07	—	3735381733	7568 Elm St, Mesa, AZ, 85203	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51581	TPA	Rebecca Williams	1972-11-15	—	—	5115 Elm St, Dallas, TX, 75257	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52853	TPA	Ralph Nguyen	1958-05-12	—	—	2076 Lake View Rd, Scottsdale, AZ, 85216	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56014	TPA	Walter Scott	1973-07-11	—	9597036053	6354 Canyon Rd, Las Vegas, NV, 89166	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-58685	TPA	Diana Freeman	1962-07-17	—	—	2721 Elm St, Jacksonville, FL, 32234	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-63279	TPA	Anrdea Lee	1994-12-25	—	5646999730	7227 Jefferson Ave, San Diego, CA, 92103	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-62198	TPA	Richard I Peters	1949-07-14	—	2412311818	8617 Central Ave Apt 11, Minneapolis, MN, 55418	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-63356	TPA	Maria Reeed	1944-03-19	UHC-26909-68	—	7228 Ridge Rd, Jacksonville, FL, 32257	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-63494	TPA	George Estrada	1989-06-18	—	2235002919	3618 Canyon Rd, Atlanta, GA, 30300	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50782	TPA	Hiroshi B Coleman	1985-04-06	—	—	3352 Central Ave, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55591	TPA	Jacob Romero	1954-10-10	—	—	7038 Apache Blvd, Nashville, TN, 37209	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52058	TPA	Ronald Brooks	1990-04-28	—	—	7486 Union St, Glendale, AZ, 85382	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51165	TPA	Jennifer Henry	1968-06-10	UHC-46109-60	—	4536 Camelback Rd, Orlando, FL, 32843	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
TPA-60111	TPA	Rndy Cruz	1939-06-22	UHC-45387-96	8934782097	790 Willow Ct # 472, Scottsdale, AZ, 85256	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
TPA-50702	TPA	Cynthia Ryan	1992-07-22	UHC-40295-56	—	4288 Union St, Minneapolis, MN, 55457	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-53305	TPA	Roger Q White	1948-08-05	UHC-38078-45	3374570252	1094 Baseline Rd, Seattle, WA, 98105	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62073	TPA	Evelyn Gonzales	1941-07-02	—	—	3451 Market St, Denver, CO, 80260	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58208	TPA	Ethan Davis	1973-12-20	—	—	6281 River Rd, Eden Prairie, MN, 55344	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62011	TPA	Jacob Patterson	1994-09-20	UHC-78868-43	4379098406	3426 Maple Ave, Dallas, TX, 75278	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54691	TPA	Ashley Ford	2001-12-13	—	5383125194	7109 Forest Ave, Sacramento, CA, 95846	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62835	TPA	Joe Ricce	1994-06-12	—	—	1843 Bayshore Dr, Tucson, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52790	TPA	Albert Owens	1942-03-01	—	—	367 Central Ave, Charlotte, NC, 28236	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62416	TPA	Valentina Cole	1960-02-19	UHC-84010-93	3233173921	1496 Mountain View Dr, Seattle, WA, 98147	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53267	TPA	Patricia Hayes	2000-07-03	—	—	5615 Grand Ave, Jacksonville, FL, 32275	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59617	TPA	Melissa E Kennedy	1998-11-03	—	4643405080	7833 Park Pl, Fresno, CA, 93785	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address 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-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-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-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-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-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-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-58370	TPA	Lius Murphy	1981-02-20	UHC-01298-90	—	299 Sage Ct, Jacksonville, FL, 32278	0.62	Date of birth reformatted Phone missing area code Member ID reformatted State name converted to code+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-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-60011	TPA	Alan Ward	1988-11-21	—	4465229310	7662 Mountain View Dr, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+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

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