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

All sources, flag “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-114598	ENR	Becky G Bryant	1985-07-08	UHC-10107-56	9653233527	861 Canyon Rd Apt 29, Seattle, WA, 98173	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
CLM-416508	CLM	Andrew Griffin	1956-09-07	UHC-72617-99	4723649707	644 Palm Dr Apt 35, Atlanta, GA, 30388	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-416507	CLM	Andrew Griffin	1956-09-07	UHC-72617-99	4723649707	644 Palm Dr Apt 35, Atlanta, GA, 30388	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-409542	CLM	Mark Knight	1979-12-25	—	—	7891 Apache Blvd # 767, Eden Prairie, MN, 55391	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-429668	CLM	Christine Snyder	1993-04-25	UHC-52575-45	—	5818 River Rd Apt 20, Gilbert, AZ, 85299	0.64	Unit split from street Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-23779	PRV	Michelle C Suto	1966-06-26	—	5334184049	5905 Maple Ave Apt 34, Dallas, TX, 75211	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
CLM-432595	CLM	Emily Hamilton	1958-04-24	UHC-45306-29	7927784735	1869 Apache Blvd # 528, San Antonio, TX, 78278	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-424673	CLM	Sandra F Obrien	1975-12-18	UHC-04569-93	4458089307	6992 Jefferson Ave # 177, Fresno, CA, 93777	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-405472	CLM	Jesse I Pierce	1990-06-05	UHC-18857-43	2364039441	4975 Lincoln Way Apt 13, Houston, TX, 77067	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-423386	CLM	Matt Braldey	1974-06-22	—	4776024405	8537 Baseline Rd # 435, Glendale, AZ, 85300	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-411690	CLM	Wei S Hunt	1982-02-05	UHC-22166-98	7597868912	6483 Jefferson Ave # 783, Chandler, AZ, 85228	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-111647	ENR	Kathleen N Paarker	1967-04-06	UHC-59896-61	3146391465	5358 Cedar Ln Apt 24, Miami, FL, 33151	0.64	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
ENR-125914	ENR	Isabella Li	1948-04-28	UHC-87212-80	9009209380	5783 Lake View Rd # 669, Scottsdale, AZ, 85228	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-111434	ENR	Logan Ford	1989-11-18	—	6797258774	1144 Meadow Ln Apt 9, Miami, FL, 33133	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-23231	PRV	Juan Dixon	1982-04-10	—	4907374820	7198 Church St # 782, Atlanta, GA, 30367	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-423334	CLM	Lauren Porter	1962-08-04	UHC-47113-19	—	1731 Harbor Blvd # 240, Orlando, FL, 32892	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-123446	ENR	Michael S Lynch	1940-03-05	UHC-82219-84	8325494410	4883 Park Pl # 848, Tempe, AZ, 85202	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-407059	CLM	Christopher W Duncan	2002-06-26	UHC-75482-87	8705889502	5806 Oak St Apt 23, Dallas, TX, 75223	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-100427	ENR	Anthony V Kennedy	1987-07-09	UHC-63039-18	9278025789	1802 Washington St Apt 17, Glendale, AZ, 85377	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-111538	ENR	Patricia O Gomez	1940-10-24	UHC-71807-52	2928418674	3964 Highland Ave # 973, Scottsdale, AZ, 85299	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-429913	CLM	Josh U Castro	1977-01-11	—	7054916373	7336 Sunset Blvd Apt 8, Charlotte, NC, 28243	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-53507	TPA	Emily Peters	1998-01-04	—	—	8187 Market St Apt 17, Tucson, AZ, 85767	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-130561	ENR	Deborah M Clark	1985-04-10	UHC-43310-10	2334145134	1310 River Rd Apt 38, Fresno, CA, 93750	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-55886	TPA	Natalie Reid	1961-02-05	—	—	9381 Hillcrest Rd Apt 38, Chandler, AZ, 85209	0.64	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+2 more
ENR-109058	ENR	Matthew T Castro	1999-02-28	UHC-06484-78	9388114111	3320 Willow Ct Apt 19, Houston, TX, 77062	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-110335	ENR	Aelxander Perry	1975-08-25	UHC-24848-99	3988230383	2228 Valley View Dr Apt 6, Eden Prairie, MN, 55396	0.64	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
TPA-59417	TPA	Stephen Jimenez	2006-09-27	—	4525100958	3249 Bayshore Dr # 503, Denver, CO, 80254	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-423448	CLM	Russell Wallace	1958-10-21	UHC-92159-02	—	7077 Washington St Apt 1, Fresno, CA, 93778	0.64	Unit split from street City re-cased Email lower-cased Gender normalised+2 more
CLM-405481	CLM	Megan Reynolds	1954-09-13	UHC-83388-10	—	9684 Highland Ave Apt 14, Dallas, TX, 75253	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-125212	ENR	Jonathan W McDonald	1975-02-01	UHC-49847-15	4472045718	8333 Canyon Rd # 675, Gilbert, AZ, 85275	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-20676	PRV	Olivia Hart	1976-10-26	—	—	9622 Highland Ave Apt 18, Houston, TX, 77017	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-422330	CLM	Charles Cook	1998-06-25	—	5102279429	7590 Harbor Blvd # 368, San Diego, CA, 92174	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-101876	ENR	Dylan Stewart	1972-07-12	UHC-95616-14	7909925023	527 Central Ave # 382, Chandler, AZ, 85229	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-112219	ENR	Gloria Dominguez	1951-06-11	UHC-62154-95	3779975546	426 Willow Ct # 215, Glendale, AZ, 85320	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-103748	ENR	Peter Brooks	1965-09-18	UHC-56867-96	2474697906	2138 Union St Apt 6, Seattle, WA	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+2 more
ENR-106678	ENR	Patty V Grant	1962-11-13	UHC-86096-74	3177452390	2725 Hillcrest Rd # 393, Mesa, AZ, 85264	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+2 more
TPA-60695	TPA	Lawrence Carpenter	1948-04-25	UHC-02642-89	—	132 Valley View Dr Apt 22, Columbus, OH, 43281	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-139164	ENR	Carol Ruiz	2007-05-05	UHC-33407-76	4643752538	1381 Sunset Blvd # 734, Seattle, WA, 98107	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-408084	CLM	Randy H Wod	1980-05-19	—	7357520739	4592 Desert Sky Blvd Apt 6, Glendale, AZ, 85346	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-109307	ENR	Joan P Fremean	1970-09-20	UHC-15252-34	3788202786	8417 Spring St # 291, Tempe, AZ, 85220	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-101495	ENR	Theresa J Alvarado	2002-04-28	UHC-53023-30	—	4091 Ridge Rd Apt 19, Atlanta, GA, 30371	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-100259	ENR	Marilyn T Garza	1938-06-19	UHC-96077-99	4496353634	2481 Sage Ct # 371, Nashville, TN, 37232	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Unit split from street+2 more
CLM-420178	CLM	Donald B Vazquez	1967-07-25	UHC-46967-70	8135808579	3799 Indian School Rd # 240, Miami, FL, 33155	0.64	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
TPA-56953	TPA	Janet Vega	1962-07-19	—	—	6144 Baseline Rd Apt 2, Eden Prairie, MN, 55362	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56954	TPA	Janet Vega	1962-07-19	—	—	6144 Baseline Rd Apt 2, Eden Prairie, MN, 55362	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-119267	ENR	Mason A Ellis	1965-06-19	UHC-64618-74	6416457339	5237 Indian School Rd Apt 33, Glendale, AZ, 85388	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-135090	ENR	Russell X Marshall	1971-08-06	UHC-83173-41	2437149342	962 Spring St # 885, Tempe, AZ, 85278	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-106765	ENR	Sophia M Anderson	1944-05-23	UHC-17148-98	7069163760	2387 Sage Ct Apt 3, Houston, TX, 77074	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-414411	CLM	Walter Andrews	1962-06-20	UHC-25990-64	9725950422	7531 Ocean Ave Apt 34, Phoenix, AZ, 85084	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-111137	ENR	Judith S Owens	1944-02-28	UHC-30369-26	9456731363	4041 Maple Ave # 496, Fresno, CA, 93782	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more

6,994 rows, page 77 of 140Previous Next