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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-61661	TPA	Dot Alexander	1946-07-26	—	—	4659 Ocean Ave, Atlanta, GA, 30303	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-59528	TPA	Paul Bryant	1975-01-19	—	—	7916 Meadow Ln, Denver, CO, 80236	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-59382	TPA	Gloria Martiez	1959-09-01	UHC-12879-76	8025233117	840 Central Ave, Las Vegas, NV, 89162	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53577	TPA	Sofia I Porter	2002-07-04	—	—	1396 Apache Blvd, Austin, TX, 78708	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56326	TPA	Theresa B Mills	2000-03-14	—	—	2359 Market St, Tucson, AZ, 85714	0.76	Street suffix standardised Address re-cased City re-cased Plan code upper-cased+2 more
TPA-62798	TPA	Mark Miiller	1999-06-21	—	—	1632 Union St, Austin, TX, 78741	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
TPA-62851	TPA	Stephanie Ruiz	1960-09-07	—	—	7665 Mesa Dr, Los Angeles, CA, 90093	0.76	Name re-cased Date of birth reformatted ZIP+4 trimmed Plan code upper-cased+2 more
TPA-56759	TPA	Valdez Mariana	1983-11-22	—	9142666728	1961 Apache Blvd, Dallas, TX, 75267	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
TPA-55525	TPA	Thumas Webb	1966-07-03	—	—	5126 Cedar Ln, Scottsdale, AZ, 85220	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
TPA-62016	TPA	Carol Murray	1967-04-06	—	8755683662	91 Spring St, Eden Prairie, MN, 55327	0.76	Street suffix standardised Address re-cased City re-cased Plan code upper-cased+2 more
TPA-62662	TPA	Sophia O Burton	2008-08-13	—	—	7187 Oak St, Scottsdale, AZ, 85244	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
TPA-54565	TPA	Denise Hanson	1967-10-24	—	—	5749 Willow Ct, Sacramento, CA, 95867	0.76	Date of birth reformatted State code upper-cased Gender normalised Plan code upper-cased+2 more
TPA-52388	TPA	Ruth Jones	1968-12-05	—	—	1253 Meadow Ln, Plano, TX, 75041	0.76	Street suffix standardised Address re-cased City re-cased Plan code upper-cased+2 more
TPA-51288	TPA	Lauren Alexander	1980-09-18	—	—	1352 Grand Ave, Denver, CO, 80297	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
TPA-59731	TPA	Amy L Davis	1987-11-28	—	6658721312	4547 Indian School Rd, Phoenix, AZ, 85062	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Plan code upper-cased+2 more
TPA-57559	TPA	Danielle Q Peterson	1949-01-25	—	2584846687	1519 Jefferson Ave, Mesa, AZ, 85265	0.76	Phone reformatted City re-cased Gender normalised Plan code upper-cased+2 more
TPA-62532	TPA	Bobby Santos	1953-01-24	—	—	1155 Jefferson Ave, Chandler, AZ, 85214	0.76	Date of birth reformatted City re-cased Gender normalised Plan code upper-cased+2 more
TPA-64038	TPA	Ryan Butler	2000-07-04	UHC-03130-93	3875605862	8043 River Rd, Tucson, AZ, 85765	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
TPA-50376	TPA	Bobby Ryan	1985-01-27	—	5149677339	8076 Pine Dr, Tucson, AZ, 85753	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52497	TPA	Jackie Fowler	1999-12-16	UHC-41947-43	—	1885 Central Ave, Jacksonville, FL	0.76	Date of birth reformatted City re-cased ZIP missing Plan code upper-cased+2 more
TPA-60153	TPA	Donald Weaver	1967-07-01	—	8719882023	9560 Valley View Dr, Columbus, OH, 43203	0.76	Date of birth reformatted Phone reformatted Gender normalised Plan code upper-cased+2 more
TPA-52038	TPA	Shirley Gomez	1997-05-20	—	4435665971	4826 Bayshore Dr, Glendale, AZ, 85383	0.76	Phone reformatted City re-cased Gender normalised Plan code upper-cased+2 more
TPA-58592	TPA	Gerald Gerrero	1960-07-06	—	8975114249	9677 Sunset Blvd, Las Vegas, NV, 89135	0.76	Street suffix standardised Address re-cased City re-cased Plan code upper-cased+2 more
TPA-54104	TPA	Timothy Perez	1940-01-24	—	—	3824 Oak St, Miami, FL, 33197	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
TPA-51667	TPA	Ftima Green	1971-01-19	—	8975855235	764 River Rd, Minneapolis, MN, 55442	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53830	TPA	Brenda S Jimenez	1946-09-24	—	—	3317 Mountain View Dr, Atlanta, GA, 30315	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
TPA-61656	TPA	Judith T Robinson	2005-10-03	—	—	9430 Baseline Rd, Fresno, CA, 93742	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
TPA-62732	TPA	Keith Miller	1959-07-13	—	—	355 Meadow Ln, Miami, FL, 33125	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
TPA-53795	TPA	Debra S Chavez	1977-11-01	—	—	1967 Highland Ave, Sacramento, CA, 95831	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
TPA-55450	TPA	Steven Mason	1965-11-06	—	—	6665 Pine Dr Apt 33, Miami, FL, 33184	0.78	Unit split from street City re-cased Plan code upper-cased Whitespace trimmed+1 more
TPA-50579	TPA	Angela Myers	2003-01-09	—	—	3652 Oak St, Jacksonville, FL, 32238	0.78	Date of birth reformatted State name converted to code Plan code upper-cased Whitespace trimmed+1 more
TPA-62167	TPA	Anthony Oliver	1962-09-24	—	—	697 Meadow Ln Apt 9, Phoenix, AZ, 85026	0.78	Name re-cased Unit split from street Plan code upper-cased Whitespace trimmed+1 more
TPA-64231	TPA	Bobby Simpson	1961-07-27	—	5796655691	133 River Rd, Dallas, TX, 75257	0.78	Street suffix standardised Address re-cased State code upper-cased Plan code upper-cased+1 more
TPA-62631	TPA	Meissa Valdez	1958-04-10	UHC-92566-61	—	1948 Lincoln Way # 128, Fresno, CA, 93740	0.78	Member ID reformatted Unit split from street Plan code upper-cased Whitespace trimmed+1 more
TPA-60035	TPA	Ana N Gilbert	1979-03-17	—	3386953263	—	0.78	Name re-cased Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
TPA-58639	TPA	Jesse Harrison	1973-10-28	UHC-23309-57	—	8794 Meadow Ln, Nashville, TN, 37249	0.78	Name re-cased Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
TPA-61985	TPA	Santiago Sandoval	1958-10-12	—	—	8497 Camelback Rd, San Antonio, TX, 78213	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
TPA-54174	TPA	William Cook	1987-08-04	—	2865790529	—	0.78	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
TPA-61464	TPA	Ahmed Grza	1940-04-10	UHC-76720-29	6492316062	4490 Elm St, Scottsdale, AZ	0.78	Date of birth reformatted Phone reformatted ZIP missing Plan code upper-cased+1 more
TPA-60367	TPA	David Brooks	1939-05-06	—	—	5972 Jefferson Ave, Jacksonville, FL, 32262	0.78	Name re-cased ZIP+4 trimmed Plan code upper-cased Whitespace trimmed+1 more
TPA-57655	TPA	Judy Z Pierce	1991-02-15	—	7106410167	2875 Maple Ave, San Antonio, TX, 78239	0.78	Phone reformatted ZIP+4 trimmed Plan code upper-cased Whitespace trimmed+1 more
TPA-59021	TPA	Denise Ramos	1960-12-10	—	—	899 Forest Ave, Denver, CO, 80256	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
TPA-58505	TPA	Sharon Perry	1953-02-19	—	—	5356 Spring St, Denver, CO, 80211	0.78	Name re-cased State code upper-cased Gender normalised Plan code upper-cased+1 more
TPA-63244	TPA	Timothy Gilbert	1968-03-10	—	3695012841	7975 Camelback Rd, Nashville, TN, 37228	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
TPA-61522	TPA	Douglas Woods	1940-01-07	—	—	—	0.78	Date of birth reformatted Gender normalised Plan code upper-cased Whitespace trimmed+1 more
TPA-61563	TPA	Rebecca Hoffman	1966-07-25	UHC-89652-89	—	218 Apache Blvd, Las Vegas, NV, 89176	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
TPA-54421	TPA	Ruth Herrera	1960-02-24	—	—	—	0.78	Name re-cased Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
TPA-61839	TPA	Scott Le	1960-06-05	UHC-13697-19	—	586 Canyon Rd, Gilbert, AZ, 85216	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
TPA-60413	TPA	Eiljah Hunter	1992-05-21	—	—	9432 Broadway, Minneapolis, MN, 55466	0.78	Name re-cased Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
TPA-56172	TPA	Kayla Watkins	1977-02-06	—	—	5154 Harbor Blvd, Mesa, AZ, 85267	0.78	Name re-cased City re-cased Gender normalised Plan code upper-cased+1 more

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