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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-61497	TPA	Dorothy Fisher	1990-08-05	—	—	9204 Apache Blvd # 379, Los Angeles, CA	0.38	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-60092	TPA	Carol Pierce	—	UHC-80359-24	—	7677 Baseline Rd Apt 33, Fresno, CA, 93773	0.38	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
TPA-52279	TPA	Joseph Kennedy	1956-12-21	—	—	2817 Harbor Blvd, Tucson, AZ, 85763	0.38	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-54618	TPA	FrankJunk	1983-04-08	—	—	8890 Lincoln Way, Chandler, AZ, 85223	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-53079	TPA	David Henry	—	—	4593083073	4431 Harbor Blvd, Charlotte, NC	0.38	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 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-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-62493	TPA	Cheryl Yang	2003-02-03	—	7472906448	3370 Bayshore Dr Apt 21, Jacksonville, FL, 32235	0.44	Name re-cased Phone reformatted Unit split from street Street suffix standardised+6 more
TPA-61951	TPA	Debbie Obrien	1991-02-05	—	4948477432	6867 Main St, Los Angeles, CA	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-58448	TPA	Donna Stone	1996-10-18	—	—	8866 Grand Ave # 816, Jacksonville, FL, 32259	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
TPA-58831	TPA	Alice Willis	1944-06-18	—	7088054449	6140 Forest Ave, Chandler, AZ, 85257	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
TPA-63881	TPA	Christina Maldonado	1968-01-13	UHC-10398-30	6415500800	7835 Grand Ave Apt 31, Austin, TX, 78763	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
TPA-63862	TPA	Albert P Howard	2004-09-11	—	2426438010	6203 Park Pl, Gilbert, AZ	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
TPA-63148	TPA	Bruce Patterson	1944-07-05	UHC-92614-98	2038257838	9161 Lake View Rd, Mesa, AZ, 85261	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+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-60902	TPA	Gabriel Phillips	1980-01-03	—	—	5932 Sage Ct # 795, San Antonio, TX	0.46	Name re-cased Unit split from street 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-55254	TPA	Austin Bryant	2006-12-17	—	2946316629	6850 Spring St, Orlando, FL, 32899	0.46	Name re-cased Date of birth reformatted Phone reformatted 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-62743	TPA	Daniel Marshall	—	—	8664121691	6761 Hillcrest Rd, Nashville, TN, 37286	0.46	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+5 more
TPA-59883	TPA	Danielle Martinez	2004-07-22	—	—	8733 Desert Sky Blvd, Orlando, FL, 32815	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
TPA-51196	TPA	Timothy Vargas	1956-09-02	—	—	3151 Palm Dr, Glendale, AZ	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
TPA-60197	TPA	Sean Webb	2001-10-08	—	8102179880	3689 Willow Ct, Tucson, AZ, 85768	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
TPA-61296	TPA	Timothy Lawrence	1973-06-15	UHC-34368-51	3344286808	5015 Park Pl, Tempe, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-59180	TPA	Elizabeth Schultz	1967-12-24	—	9066673297	9384 Pine Dr, Fresno, CA, 93758	0.46	Name re-cased Two-digit birth year 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-50222	TPA	Isabella Harrison	1987-09-12	—	9333412719	4153 Ridge Rd, Sacramento, CA, 95883	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-57313	TPA	Butler Dylan	1971-06-18	—	2456384148	5807 Church St, Houston, TX, 77095	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-64299	TPA	Michelle Z Alvarez	2007-03-11	—	9882735027	9370 Hillcrest Rd, Tempe, AZ, 85235	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-60760	TPA	Bruce Smith	1994-02-20	—	9353156705	959 Baseline Rd, Eden Prairie, MN	0.46	Name re-cased 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-54228	TPA	Wei Berry	1942-06-01	—	—	8201 Bayshore Dr Apt 33, Houston, TX, 77022	0.46	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+5 more
TPA-60023	TPA	Benjamin Brooks	2008-12-09	—	—	9416 Desert Sky Blvd # 960, San Diego, CA	0.46	Name re-cased Date of birth reformatted Unit split from street 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-63632	TPA	Bbby Wright	1947-09-21	UHC-08635-99	—	5786 Lake View Rd, Scottsdale, AZ, 85263	0.46	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+5 more
TPA-59132	TPA	Mariana U Jackson	1992-11-20	UHC-36939-96	4996310529	8346 Palm Dr, Austin, TX, 78738	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
TPA-56425	TPA	Amy Romero	1953-04-25	—	7307198142	5444 Union St Apt 7, Phoenix, AZ, 85061	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
TPA-51639	TPA	Srah Snyder	1944-01-02	—	2938583248	8118 Canyon Rd, San Diego, CA	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
TPA-53709	TPA	Carol Myers	1977-12-17	UHC-11827-96	4998895708	6335 Church St, Seattle, WA, 98126	0.46	Name re-cased Phone reformatted Member ID reformatted 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-55889	TPA	Charles Bradley	1988-08-19	—	4743025278	1556 Willow Ct, Denver, CO	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-53343	TPA	Patrick X James	—	—	8837176774	6916 Hillcrest Rd, Miami, FL	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
TPA-57060	TPA	Camila W Walsh	1960-01-13	—	7716885768	2775 Harbor Blvd, Tempe, AZ, 85215	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more

5,750 rows, page 2 of 115Previous Next