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-128424	ENR	Janet V Marquez	1965-01-24	UHC-22058-15	4593465238	6561 Maple Ave # 836, Tampa, FL, 33675	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-109549	ENR	Sophia Edwards	1955-10-02	UHC-28031-99	5245514839	4035 Spring St Apt 39, Los Angeles, CA, 90009	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
TPA-64379	TPA	Eily Hamilton	1958-04-24	—	—	1869 Apache Blvd Apt 16, San Antonio, TX, 78278	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-420290	CLM	Sarah Adams	2006-06-09	UHC-57106-30	—	2699 Canyon Rd # 140, Fresno, CA, 93784	0.48	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
TPA-56548	TPA	Peeter Gilbert	1961-12-23	—	3182530104	4458 Canyon Rd Apt 33, Tucson, AZ	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-431050	CLM	Lawrence E Hansen	1988-02-04	—	—	2358 Meadow Ln Apt 21, Miami, FL, 33103	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-418649	CLM	Billy Weaver	1953-05-24	UHC-92169-35	6538022577	1760 Pine Dr Apt 6, Sacramento, CA, 95874	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-100298	ENR	Kelly U Rodriguez	1976-02-12	UHC-32227-18	8068634436	1765 Cedar Ln Apt 21, Jacksonville, FL, 32298	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-106742	ENR	James Henderson	1975-12-19	UHC-00613-90	4786508381	6458 Meadow Ln # 469, Glendale, AZ, 85305	0.48	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+4 more
ENR-102545	ENR	Omar X Dixon	1973-07-09	UHC-94376-27	5108418557	636 Meadow Ln Apt 29, Tempe, AZ, 85280	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-132602	ENR	Sara Davis	1977-04-06	UHC-11295-01	3144887525	8848 Willow Ct Apt 18, Las Vegas, NV, 89172	0.48	Name re-cased Phone reformatted SSN last four extracted Unit split from street+4 more
ENR-132603	ENR	Sara Davis	1977-04-06	UHC-11295-01	3144887525	8848 Willow Ct Apt 18, Las Vegas, NV, 89172	0.48	Name re-cased Phone reformatted SSN last four extracted Unit split from street+4 more
ENR-113375	ENR	Carol S Kim	2007-10-18	UHC-04642-40	3627918851	565 Meadow Ln # 962, Tucson, AZ, 85728	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-21295	PRV	Jose Jackson	1981-11-23	—	7586541092	2459 Ridge Rd # 269, Dallas, TX, 75244	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-20799	PRV	Hiroshi S Richards	1983-02-20	UHC-72946-18	5832347104	7384 Valley View Dr # 899, Glendale, AZ, 85353	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-111527	ENR	Carolyn Bryant	1990-06-16	UHC-09342-45	7735473261	9240 Park Pl Apt 17, San Diego, CA	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-122950	ENR	Kimberly X Mejia	1985-02-21	UHC-36570-17	6294855846	5419 Park Pl # 913, Seattle, WA, 98113	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-110727	ENR	Charlotte Simmons	1961-05-14	UHC-98486-13	7835153357	1245 Ridge Rd # 702, Fresno, CA, 93702	0.48	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
CLM-432488	CLM	Dylan Hansen	2005-12-04	UHC-66853-55	4332691893	2016 River Rd Apt 4, Tempe, AZ	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-403540	CLM	Gregory Elliott	1961-08-16	UHC-34661-18	—	1131 Central Ave Apt 20, Atlanta, GA, 30332	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
PRV-25665	PRV	Bradley J Reyes	1949-11-12	UHC-33181-94	—	7930 Harbor Blvd # 578, Glendale, AZ, 85330	0.48	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
ENR-139642	ENR	Teresa A Anderson	1956-03-17	UHC-79731-73	5457376239	3024 Meadow Ln # 952, Seattle, WA, 98117	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-107241	ENR	Rachel Wheeler	1968-04-06	UHC-03328-76	7983935087	3159 River Rd Apt 32, Chandler, AZ	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-61745	TPA	Victoria Hill	1974-05-05	—	4052098436	7117 Pine Dr Apt 11, Phoenix, AZ, 85036	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-414680	CLM	Edward Phillips	1997-07-02	UHC-73690-84	8833564037	4980 Sunset Blvd Apt 8, Columbus, OH, 43216	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
TPA-54828	TPA	Daivd Knight	1981-12-18	—	—	5178 Baseline Rd Apt 32, Plano, TX, 75012	0.48	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more
TPA-58722	TPA	Grace Perkins	2008-07-20	UHC-06554-47	2256017695	9709 Willow Ct Apt 21, Tempe, AZ, 85269	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-21575	PRV	Benjamin Olson	2003-05-25	UHC-22547-34	5366530115	7725 Palm Dr # 418, Las Vegas, NV, 89195	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-61729	TPA	Elijah Moorales	1950-03-08	—	—	7332 Forest Ave # 968, Columbus, OH, 43216	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-103999	ENR	Judith Brown	2002-05-09	UHC-51197-10	9838068975	3207 Maple Ave Apt 15, Scottsdale, AZ, 85295	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-402418	CLM	Natalie S Guzman	1994-02-26	UHC-13685-46	2825378010	3513 Central Ave Apt 22, Plano, TX, 75008	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-61361	TPA	Arjun Marshall	1974-03-22	—	—	4070 Willow Ct # 774, Tampa, FL	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-410098	CLM	James Cox	1982-11-25	UHC-14257-05	—	5562 Indian School Rd # 204, Denver, CO, 80254	0.48	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more
ENR-128036	ENR	Carlos M Hughes	1955-05-05	UHC-29904-36	3896114765	516 Sunset Blvd Apt 37, Plano, TX, 75047	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-24679	PRV	Fatima Moreno	1957-07-16	UHC-24101-25	7582291647	7442 Oak St Apt 36, Denver, CO, 80254	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-118684	ENR	Bradley L Henry	2003-04-13	UHC-31206-71	6406003977	7362 Park Pl # 878, Chandler, AZ, 85294	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-53027	TPA	Gace Vargas	1954-05-26	—	5905289339	955 Ocean Ave # 337, Minneapolis, MN	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-120651	ENR	Karen Lucas	1956-07-02	UHC-43243-09	5065661046	6460 Bayshore Dr Apt 23, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
TPA-54389	TPA	Fatima Simmons	—	—	—	388 Church St # 621, Columbus, OH, 43239	0.48	Name re-cased Date of birth missing Unit split from street Street suffix standardised+4 more
PRV-20371	PRV	Victoria Hawkins	1977-02-12	—	7876796539	1995 Spring St # 774, Las Vegas, NV, 89155	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-141381	ENR	Beverly Henry	1938-07-18	UHC-07701-78	8819876074	4245 Lake View Rd Apt 29, Scottsdale, AZ, 85260	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-142354	ENR	Judy M Lynch	1966-09-04	UHC-41671-34	—	5926 Mesa Dr # 463, Austin, TX, 78718	0.48	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-136554	ENR	Bradley McDonald	2006-02-04	UHC-28129-65	6422931965	5167 Main St Apt 30, Eden Prairie, MN	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-414793	CLM	Scott Ward	1943-10-21	UHC-40403-01	9702470172	468 Pine Dr # 226, Jacksonville, FL, 32251	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-56423	TPA	Virrginia Hart	1982-10-13	—	5067498822	4504 Church St # 736, Miami, FL, 33139	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-415569	CLM	Timothy Brown	1962-05-07	UHC-81996-24	—	2918 Highland Ave # 420, Charlotte, NC, 28209	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-429792	CLM	Jeremy Moore	1995-09-27	—	9455731222	7041 Willow Ct Apt 13, Mesa, AZ, 85262	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-432472	CLM	Juan Snyder	—	—	2779678554	7663 Spring St # 821, Las Vegas, NV, 89164	0.50	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-142745	ENR	Amanda Bennett	2004-01-08	UHC-35446-77	4827629839	6065 Union St # 946, Columbus, OH, 43251	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-114825	ENR	Daniel X Austin	1967-05-16	UHC-34567-10	8624741477	1430 Pine Dr # 733, Denver, CO, 80262	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more

6,994 rows, page 24 of 140Previous Next