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

Enrollment, flag “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-138085	ENR	Omar Santos	—	UHC-67223-77	4687698289	7590 Willow Ct, Denver, CO, 80247	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-132861	ENR	Mray P Olson	1959-05-05	UHC-41659-11	4605878102	853 Forest Ave # 785, Orlando, FL, 32830	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-137047	ENR	Mark Y Hicks	1990-04-12	UHC-61038-68	3108023624	2633 Hillcrest Rd, Austin, TX, 78718	0.50	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-108469	ENR	Joan X Bryant	1976-01-01	UHC-90182-19	3477781633	7618 Meadow Ln, Tucson, AZ, 85726	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-120882	ENR	Samanha Crawford	2006-05-16	UHC-50412-88	5273036319	5510 Highland Ave, Tampa, FL, 33685	0.50	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-140930	ENR	Elizabeth D Myers	1981-12-18	UHC-25672-92	3663642933	9332 Ridge Rd, Dallas, TX, 75292	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-100557	ENR	Joohn Gardner	1947-11-06	UHC-45824-49	7044809229	6299 Desert Sky Blvd Apt 3, Austin, TX, 78722	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-115044	ENR	Angela M Spencer	1957-03-27	UHC-26327-07	5559695081	3030 Indian School Rd, Columbus, OH, 43200	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-114257	ENR	Dot H Elliott	1963-04-10	UHC-67017-31	6238675387	6036 Highland Ave, Plano, TX, 75048	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126145	ENR	Bryan S Ramirez	1996-01-11	UHC-62667-46	2718844585	9889 Indian School Rd, Plano, TX, 75009	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117607	ENR	Abigail O Walker	1944-08-21	UHC-24452-04	8683317783	9062 Ridge Rd Apt 36, Sacramento, CA	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-120577	ENR	Hannah Wlliams	1987-08-16	UHC-36369-69	4214869341	7355 Camelback Rd, Tucson, AZ, 85768	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-128749	ENR	Justin Mejia	1982-04-05	UHC-92003-96	9807822813	7815 Forest Ave, Minneapolis, MN	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140248	ENR	Bryan Wallace	—	UHC-43200-36	6908774170	399 Desert Sky Blvd, Nashville, TN, 37226	0.50	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-141676	ENR	Brenda Gilbert	1964-04-10	UHC-88402-76	7834110707	5169 Spring St Apt 6, Nashville, TN, 37209	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-133545	ENR	Jonathan Roberts	1942-08-19	UHC-96363-58	7883418493	2139 Ocean Ave, Fresno, CA, 93779	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-142798	ENR	Luis O Montgomery	1992-02-03	UHC-06571-51	3707124936	3225 Harbor Blvd, Houston, TX, 77058	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109539	ENR	Jacqueline Ward	2005-10-19	UHC-85118-85	4097503030	523 Lake View Rd, Tucson, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103963	ENR	Juan A Washington	1959-11-14	UHC-91717-92	3765476480	2948 Highland Ave, Chandler, AZ, 85282	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-101543	ENR	Kate Fiels	—	UHC-27585-35	8537793302	7998 Spring St, Mesa, AZ, 85205	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-142716	ENR	George Coleman	—	UHC-22944-32	2869210112	7711 Valley View Dr, Sacramento, CA, 95896	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133769	ENR	Diego Snyder	—	UHC-57459-82	3989341877	2917 Washington St, Seattle, WA, 98101	0.50	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-105156	ENR	Willie Schmit	1946-01-03	UHC-97718-83	7539794678	7642 Forest Ave, Seattle, WA, 98118	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-120010	ENR	Dennis G Carter	1993-05-11	UHC-04709-16	5205396307	749 Mountain View Dr, Atlanta, GA, 30381	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-107311	ENR	Gabriel P Salazar	1943-02-04	UHC-97571-17	2378144343	4562 Union St, Gilbert, AZ	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-109977	ENR	Christina I Perez	1944-11-01	—	9453053626	4757 Ridge Rd Apt 5, Glendale, AZ, 85331	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-131509	ENR	Omar D Ferguson	1950-11-04	UHC-22742-24	6027145674	7551 Harbor Blvd, Los Angeles, CA, 90022	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134155	ENR	Adam R Vasquez	1973-04-07	UHC-36719-47	9417296737	5966 Cedar Ln, Charlotte, NC, 28288	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-115846	ENR	Deborah Z Little	1946-06-28	—	3958958773	2259 Jefferson Ave # 907, Charlotte, NC, 28225	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-113971	ENR	Evelyn V Coleman	—	UHC-59991-62	7553933108	5757 Main St, Tampa, FL, 33672	0.50	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-134290	ENR	Jeremy K Martin	1940-04-16	—	3054013311	2692 Canyon Rd, Los Angeles, CA, 90023	0.50	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+3 more
ENR-136959	ENR	Samuel Warren	2003-06-02	UHC-67401-51	—	4561 Pine Dr, Mesa, AZ, 85246	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-126930	ENR	Kelly Burns	1941-07-07	UHC-13674-77	2583046592	5638 Park Pl Apt 13, Chandler, AZ, 85286	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-127573	ENR	Daivd Powell	2004-04-27	UHC-50609-62	9259741002	1225 Canyon Rd, Austin, TX	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-122200	ENR	Carol Hall	2004-04-28	UHC-68238-77	—	6376 Desert Sky Blvd, Phoenix, AZ, 85018	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114594	ENR	Carl S Chhen	1997-08-15	UHC-16221-28	—	8246 Canyon Rd, Charlotte, NC, 28269	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-121120	ENR	Sean Allen	—	UHC-74463-68	6972892673	9243 Union St, Seattle, WA, 98183	0.50	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-139678	ENR	Richard McDonald	1966-04-08	UHC-41907-91	3604042254	1822 Central Ave, Orlando, FL, 32863	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-108415	ENR	Tyler Dean	2004-08-17	UHC-36417-96	5668712479	4144 Canyon Rd, Seattle, WA, 98177	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-138790	ENR	Christopher Wilson	1946-12-07	UHC-54608-62	6795956001	5634 Washington St Apt 15, Tucson, AZ, 85776	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-125460	ENR	Noah Roberts	1953-07-09	UHC-09396-38	6858362098	5412 Main St, Mesa, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-136440	ENR	Mark Lopez	—	UHC-01657-31	2959574362	810 Mesa Dr, Sacramento, CA, 95812	0.50	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-117422	ENR	Tony G Aguilar	1989-11-06	UHC-75197-95	—	7798 Mountain View Dr, Tempe, AZ, 85288	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-112009	ENR	Jose Espinoza	—	UHC-99113-02	7514200056	8225 Market St # 129, Seattle, WA, 98129	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Unit split from street+3 more
ENR-114313	ENR	WJunk	1984-06-12	UHC-76015-46	5744502759	1221 Harbor Blvd, Chandler, AZ, 85270	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-115150	ENR	Dooris Cox	1987-05-05	UHC-68670-25	6165029901	9747 Hillcrest Rd, Seattle, WA, 98100	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-102951	ENR	Charles Z Olson	1970-04-02	UHC-73785-83	2062751476	5690 Meadow Ln # 607, Phoenix, AZ, 85027	0.50	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-101917	ENR	Fatima Stevens	1979-04-05	UHC-61847-88	—	715 Spring St, Scottsdale, AZ	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-100631	ENR	Kenneth Y Edwards	2002-12-07	UHC-87921-71	9108151752	6068 Forest Ave, Sacramento, CA, 95807	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133308	ENR	Megan Ortiz	1961-08-20	UHC-20744-18	4095860385	9249 Desert Sky Blvd, Los Angeles, CA	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

26,564 rows, page 45 of 532Previous Next