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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-63461	TPA	Santiago Hansen	—	—	—	8566 Central Ave, San Antonio, TX, 78296	0.38	Name re-cased Date of birth missing State name converted to code ZIP+4 trimmed+3 more
TPA-62863	TPA	Donna Carpenter	1983-09-12	—	5803238775	7395 Cedar Ln, Chandler, AZ, 85225	0.38	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-51073	TPA	Bruce Myers	1997-07-10	—	—	162 Ridge Rd Apt 4, San Antonio, TX, 78202	0.38	Phone missing area code Unit split from street Street suffix standardised Address re-cased+3 more
TPA-52545	TPA	Mateo Ryan	1944-05-21	—	—	5949 Meadow Ln, Dallas, TX, 75201	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-59194	TPA	Janice Sandoval	—	UHC-66768-58	—	8538 Highland Ave # 767, Orlando, FL, 32852	0.38	Date of birth missing Unit split from street Street suffix standardised Address re-cased+3 more
TPA-52519	TPA	Abigali Welch	1998-11-24	UHC-47178-19	—	1621 Union St, Nashville, TN, 37207	0.38	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-53198	TPA	Scott Simmons	1976-01-09	—	8768932158	2254 Lake View Rd, Mesa, AZ, 85226	0.38	Two-digit birth year Phone reformatted SSN last four extracted ZIP+4 trimmed+3 more
TPA-63649	TPA	Gabriel K Ross	1980-11-08	UHC-60294-05	—	2470 Hillcrest Rd, Jacksonville, FL, 32296	0.38	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-51470	TPA	Margaret Daniels	—	—	—	6083 Canyon Rd Apt 32, Tucson, AZ, 85725	0.38	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+3 more
TPA-58755	TPA	Kelly Vasquez	—	—	8368268136	2110 Church St Apt 30, Mesa, AZ, 85274	0.38	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-56725	TPA	Amy Lawrence	2003-09-23	—	—	2012 Mountain View Dr Apt 20, Denver, CO, 80247	0.38	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-60865	TPA	Jose Ford	—	—	—	7094 Jefferson Ave, Mesa, AZ, 85212	0.38	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+3 more
TPA-56125	TPA	Natalie Park	2004-04-25	—	—	3479 Ocean Ave, Gilbert, AZ, 85240	0.40	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
TPA-51842	TPA	Jean Gonzales	1989-11-19	—	—	6660 Lake View Rd, Sacramento, CA, 95853	0.40	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-54858	TPA	Arthur Franklin	1949-08-05	—	—	350 Lake View Rd Apt 13, Denver, CO, 80289	0.40	Name split from “Last, First”Unit split from street ZIP+4 trimmed Gender normalised+2 more
TPA-60898	TPA	Grace Owens	1972-01-25	—	—	685 Apache Blvd # 542, Dallas, TX, 75211	0.40	Unit split from street Street suffix standardised Address re-cased State name converted to code+2 more
TPA-63709	TPA	Bruce K Turner	1996-12-12	—	—	7712 Park Pl, San Diego, CA, 92168	0.40	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-57694	TPA	JoseJunk	1965-08-18	—	—	7293 Camelback Rd, Plano, TX, 75065	0.40	Name re-cased State name converted to code ZIP+4 trimmed Gender normalised+2 more
TPA-61504	TPA	Sara Willis	1952-11-05	—	3104239968	3782 Valley View Dr, Scottsdale, AZ, 85245	0.40	Name re-cased Two-digit birth year State name converted to code ZIP+4 trimmed+2 more
TPA-61970	TPA	Arjun P Morrison	—	—	8665169842	2175 Camelback Rd Apt 32, Austin, TX, 78735	0.40	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
TPA-52980	TPA	Jacqueline Burke	1994-12-08	—	—	904 Baseline Rd Apt 33, Tucson, AZ, 85702	0.42	Name split from “Last, First”Unit split from street ZIP+4 trimmed Gender normalised+1 more
TPA-53704	TPA	Jason Davis	2008-11-02	UHC-10468-58	8886258419	8435 Pine Dr, Gilbert, AZ, 85288	0.42	Phone reformatted SSN last four extracted State name converted to code ZIP+4 trimmed+1 more
TPA-50201	TPA	Christina U Holmes	1943-10-03	—	2219124993	1045 Indian School Rd, Houston, TX, 77090	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
TPA-50089	TPA	Mike Dunn	2006-08-16	—	5549773334	7975 Church St, Glendale, AZ, 85329	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
TPA-60991	TPA	Amanda Little	1953-02-07	—	4242739824	3360 Canyon Rd, Las Vegas, NV, 89116	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-60163	TPA	Raymond Turner	1999-09-09	—	9878746251	321 Grand Ave # 314, Denver, CO, 80208	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
TPA-59541	TPA	Mateo Silva	2008-01-02	—	—	4577 Camelback Rd Apt 22, Columbus, OH, 43210	0.46	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+5 more
TPA-57435	TPA	Beverly Bannett	1948-08-14	UHC-99014-61	—	4158 Indian School Rd, Denver, CO, 80291	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
TPA-53637	TPA	Elizabeth Ramirez	2002-01-11	—	4077875231	2787 Indian School Rd, Austin, TX, 78741	0.46	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-50481	TPA	Beth G West	1964-07-01	—	—	9763 Apache Blvd # 735, San Antonio, TX, 78294	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
TPA-61243	TPA	Kelly Stephens	1994-10-12	—	7027217283	5799 Main St, Fresno, CA, 93733	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-51925	TPA	Gloria V Ortega	2007-02-20	—	6256642450	4707 Highland Ave, Tempe, AZ, 85252	0.46	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-55353	TPA	Brittany Fowler	1995-11-07	—	2982697516	3562 Apache Blvd, Austin, TX, 78742	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-58311	TPA	Jake Mdina	1968-08-23	—	6954615616	8514 Park Pl, Tempe, AZ, 85243	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-57905	TPA	Bradley Herrera	2006-02-10	—	7925801384	3645 Mountain View Dr, Scottsdale, AZ, 85286	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-63769	TPA	Timothy Bishop	1978-10-26	UHC-78355-49	7625034555	2293 Washington St, Jacksonville, FL, 32252	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
TPA-58560	TPA	Jefrfey Wells	—	—	5047408272	6803 Apache Blvd, San Antonio, TX, 78272	0.46	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
TPA-63360	TPA	Ryan Hansen	1974-02-25	UHC-08451-93	4616908946	871 Meadow Ln, San Antonio, TX, 78250	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-60335	TPA	Rlph Bailey	1968-01-10	—	—	9827 Elm St, Houston, TX, 77097	0.46	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+5 more
TPA-63158	TPA	Hennry Dominguez	2000-08-01	—	5516789287	9538 Mesa Dr, Tampa, FL, 33662	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-53134	TPA	Nicholas Gibson	1948-06-11	—	8219769250	6030 Camelback Rd, Minneapolis, MN, 55489	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
TPA-62445	TPA	Santiago Adams	1981-12-07	—	—	9625 Camelback Rd, Jacksonville, FL, 32274	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-55589	TPA	Justin Wilson	1974-03-27	—	9504625876	5123 Camelback Rd, Plano, TX, 75001	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-52044	TPA	Kathleen Obrien	1988-02-05	UHC-27159-72	4366344511	9351 Elm St, Los Angeles, CA, 90075	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-57311	TPA	Wayne Bailey	2007-07-10	—	—	8816 Forest Ave, Phoenix, AZ, 85017	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-59946	TPA	William Miller	1998-08-23	—	4062911484	2824 Grand Ave, Miami, FL, 33161	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-52564	TPA	Eugene Foster	1959-03-24	UHC-01745-69	6856886984	6273 Central Ave, Sacramento, CA, 95833	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-51100	TPA	Janet Graham	1965-01-05	—	—	7239 Lincoln Way, Phoenix, AZ, 85034	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
TPA-62457	TPA	Bruce Porter	1986-12-02	UHC-09068-81	9046416625	2200 Bayshore Dr, Fresno, CA, 93751	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-51987	TPA	Jose McDonald	1986-07-13	—	—	7713 Lincoln Way, Austin, TX, 78709	0.48	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+4 more

1,145 rows, page 2 of 23Previous Next